2020-12-08 10:28:26,240 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.6 (default, Jan 8 2020, 19:59:22) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: TITAN Xp CUDA_HOME: /mnt/lustre/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 PyTorch: 1.5.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.21.1 (Git Hash 912ce228837d1ce28e1a61806118835de03f5751) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_70,code=compute_70 - CuDNN 7.6.5 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_INTERNAL_THREADPOOL_IMPL -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.6.0 OpenCV: 4.2.0 MMCV: 1.2.0 MMCV Compiler: GCC 5.3 MMCV CUDA Compiler: 9.0 MMAction2: 0.8.0+018793c ------------------------------------------------------------ 2020-12-08 10:28:26,246 - mmaction - INFO - Distributed training: True 2020-12-08 10:28:26,247 - mmaction - INFO - Config: /mnt/lustre/duanhaodong1/mmaction2/configs/ava/ava_sf4x16.py # model setting model = dict( type='FastRCNN', backbone=dict( type='ResNet3dSlowFast', pretrained=None, resample_rate=8, speed_ratio=8, channel_ratio=8, slow_pathway=dict( type='resnet3d', depth=50, pretrained=None, lateral=True, conv1_kernel=(1, 7, 7), dilations=(1, 1, 1, 1), conv1_stride_t=1, pool1_stride_t=1, inflate=(0, 0, 1, 1), spatial_strides=(1, 2, 2, 1)), fast_pathway=dict( type='resnet3d', depth=50, pretrained=None, lateral=False, base_channels=8, conv1_kernel=(5, 7, 7), conv1_stride_t=1, pool1_stride_t=1, spatial_strides=(1, 2, 2, 1))), roi_head=dict( type='AVARoIHead', bbox_roi_extractor=dict( type='SingleRoIExtractor3D', roi_layer_type='RoIAlign', output_size=8, with_temporal_pool=True), bbox_head=dict( type='BBoxHeadAVA', in_channels=2304, num_classes=81, multilabel=True, dropout_ratio=0.5))) train_cfg = dict( rcnn=dict( assigner=dict( type='MaxIoUAssignerAVA', pos_iou_thr=0.9, neg_iou_thr=0.9, min_pos_iou=0.9), sampler=dict( type='RandomSampler', num=32, pos_fraction=1, neg_pos_ub=-1, add_gt_as_proposals=True), pos_weight=1.0, debug=False)) test_cfg = dict(rcnn=dict(action_thr=0.00)) dataset_type = 'AVADataset' data_root = '/mnt/lustre21/DATAshare2/duanhaodong/ava/frames' anno_root = '/mnt/lustre21/DATAshare2/duanhaodong/ava/annotations' ann_file_train = f'{anno_root}/ava_train_v2.1.csv' ann_file_val = f'{anno_root}/ava_val_v2.1.csv' exclude_file_train = f'{anno_root}/ava_train_excluded_timestamps_v2.1.csv' exclude_file_val = f'{anno_root}/ava_val_excluded_timestamps_v2.1.csv' label_file = f'{anno_root}/ava_action_list_v2.1_for_activitynet_2018.pbtxt' proposal_file_train = (f'{anno_root}/ava_dense_proposals_train.FAIR.' 'recall_93.9.pkl') proposal_file_val = f'{anno_root}/ava_dense_proposals_val.FAIR.recall_93.9.pkl' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='SampleAVAFrames', clip_len=32, frame_interval=2), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='RandomRescale', scale_range=(256, 320)), dict(type='RandomCrop', size=256), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW', collapse=True), # Rename is needed to use mmdet detectors dict(type='Rename', mapping=dict(imgs='img')), dict(type='ToTensor', keys=['img', 'proposals', 'gt_bboxes', 'gt_labels']), dict( type='ToDataContainer', fields=[ dict(key=['proposals', 'gt_bboxes', 'gt_labels'], stack=False) ]), dict( type='Collect', keys=['img', 'proposals', 'gt_bboxes', 'gt_labels'], meta_keys=['scores', 'entity_ids']) ] # The testing is w/o. any cropping / flipping val_pipeline = [ dict(type='SampleAVAFrames', clip_len=32, frame_interval=2), dict(type='RawFrameDecode', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW', collapse=True), # Rename is needed to use mmdet detectors dict(type='Rename', mapping=dict(imgs='img')), dict(type='ToTensor', keys=['img', 'proposals']), dict(type='ToDataContainer', fields=[dict(key='proposals', stack=False)]), dict( type='Collect', keys=['img', 'proposals'], meta_keys=['scores', 'img_shape'], nested=True) ] data = dict( videos_per_gpu=9, workers_per_gpu=4, val_dataloader=dict(videos_per_gpu=1), test_dataloader=dict(videos_per_gpu=1), train=dict( type=dataset_type, ann_file=ann_file_train, exclude_file=exclude_file_train, pipeline=train_pipeline, label_file=label_file, proposal_file=proposal_file_train, person_det_score_thr=0.9, data_prefix=data_root), val=dict( type=dataset_type, ann_file=ann_file_val, exclude_file=exclude_file_val, pipeline=val_pipeline, label_file=label_file, proposal_file=proposal_file_val, person_det_score_thr=0.9, data_prefix=data_root)) data['test'] = data['val'] optimizer = dict(type='SGD', lr=0.225, momentum=0.9, weight_decay=0.00001) # this lr is used for 8 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict( policy='step', step=[10, 15], warmup='linear', warmup_by_epoch=True, warmup_iters=5, warmup_ratio=0.1) total_epochs = 20 checkpoint_config = dict(interval=1) workflow = [('train', 1)] evaluation = dict(interval=1) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), ]) dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/ava/ava_sf4x16' load_from = 'https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_4x16x1_256e_kinetics400_rgb/slowfast_r50_4x16x1_256e_kinetics400_rgb_20200704-bcde7ed7.pth' resume_from = None find_unused_parameters = False 2020-12-08 10:28:58,636 - mmaction - INFO - 184378 out of 184378 frames are valid. 2020-12-08 10:29:16,235 - mmaction - INFO - load checkpoint from https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_4x16x1_256e_kinetics400_rgb/slowfast_r50_4x16x1_256e_kinetics400_rgb_20200704-bcde7ed7.pth 2020-12-08 10:29:18,043 - mmaction - WARNING - The model and loaded state dict do not match exactly unexpected key in source state_dict: cls_head.fc_cls.weight, cls_head.fc_cls.bias missing keys in source state_dict: roi_head.bbox_head.fc_cls.weight, roi_head.bbox_head.fc_cls.bias 2020-12-08 10:29:18,044 - mmaction - INFO - Start running, host: duanhaodong1@SH-IDC2-172-20-21-37, work_dir: /mnt/lustre/duanhaodong1/mmaction2/work_dirs/ava/ava_sf4x16 2020-12-08 10:29:18,044 - mmaction - INFO - workflow: [('train', 1)], max: 20 epochs 2020-12-08 10:30:44,331 - mmaction - INFO - Epoch [1][20/1281] lr: 2.310e-02, eta: 1 day, 6:39:34, time: 4.311, data_time: 2.614, memory: 10277, loss_action_cls: 0.1743, recall@thr=0.5: 0.2556, prec@thr=0.5: 0.3385, recall@top3: 0.4495, prec@top3: 0.3821, recall@top5: 0.6800, prec@top5: 0.3463, loss: 0.1743, grad_norm: 0.7926 2020-12-08 10:31:14,010 - mmaction - INFO - Epoch [1][40/1281] lr: 2.373e-02, eta: 20:35:29, time: 1.484, data_time: 0.003, memory: 10291, loss_action_cls: 0.1203, recall@thr=0.5: 0.3059, prec@thr=0.5: 0.4542, recall@top3: 0.5559, prec@top3: 0.4707, recall@top5: 0.7740, prec@top5: 0.3942, loss: 0.1203, grad_norm: 0.2830 2020-12-08 10:31:44,338 - mmaction - INFO - Epoch [1][60/1281] lr: 2.437e-02, eta: 17:18:13, time: 1.516, data_time: 0.002, memory: 10291, loss_action_cls: 0.1069, recall@thr=0.5: 0.3556, prec@thr=0.5: 0.4918, recall@top3: 0.6090, prec@top3: 0.5065, recall@top5: 0.8097, prec@top5: 0.4092, loss: 0.1069, grad_norm: 0.1988 2020-12-08 10:32:14,449 - mmaction - INFO - Epoch [1][80/1281] lr: 2.500e-02, eta: 15:38:27, time: 1.507, data_time: 0.003, memory: 10291, loss_action_cls: 0.1056, recall@thr=0.5: 0.3736, prec@thr=0.5: 0.5206, recall@top3: 0.6257, prec@top3: 0.5149, recall@top5: 0.8248, prec@top5: 0.4111, loss: 0.1056, grad_norm: 0.1622 2020-12-08 10:32:46,002 - mmaction - INFO - Epoch [1][100/1281] lr: 2.563e-02, eta: 14:44:26, time: 1.578, data_time: 0.001, memory: 10291, loss_action_cls: 0.1028, recall@thr=0.5: 0.4084, prec@thr=0.5: 0.5412, recall@top3: 0.6327, prec@top3: 0.5270, recall@top5: 0.8263, prec@top5: 0.4180, loss: 0.1028, grad_norm: 0.1688 2020-12-08 10:33:14,499 - mmaction - INFO - Epoch [1][120/1281] lr: 2.626e-02, eta: 13:57:20, time: 1.424, data_time: 0.001, memory: 10291, loss_action_cls: 0.0995, recall@thr=0.5: 0.4073, prec@thr=0.5: 0.5438, recall@top3: 0.6310, prec@top3: 0.5248, recall@top5: 0.8279, prec@top5: 0.4179, loss: 0.0995, grad_norm: 0.1621 2020-12-08 10:33:48,776 - mmaction - INFO - Epoch [1][140/1281] lr: 2.689e-02, eta: 13:41:03, time: 1.713, data_time: 0.002, memory: 10291, loss_action_cls: 0.0962, recall@thr=0.5: 0.4180, prec@thr=0.5: 0.5552, recall@top3: 0.6464, prec@top3: 0.5260, recall@top5: 0.8316, prec@top5: 0.4142, loss: 0.0962, grad_norm: 0.1507 2020-12-08 10:34:18,212 - mmaction - INFO - Epoch [1][160/1281] lr: 2.753e-02, eta: 13:15:58, time: 1.473, data_time: 0.003, memory: 10291, loss_action_cls: 0.1013, recall@thr=0.5: 0.4168, prec@thr=0.5: 0.5548, recall@top3: 0.6316, prec@top3: 0.5279, recall@top5: 0.8234, prec@top5: 0.4178, loss: 0.1013, grad_norm: 0.1407 2020-12-08 10:34:47,875 - mmaction - INFO - Epoch [1][180/1281] lr: 2.816e-02, eta: 12:56:51, time: 1.483, data_time: 0.002, memory: 10291, loss_action_cls: 0.0970, recall@thr=0.5: 0.4314, prec@thr=0.5: 0.5696, recall@top3: 0.6459, prec@top3: 0.5327, recall@top5: 0.8300, prec@top5: 0.4182, loss: 0.0970, grad_norm: 0.1549 2020-12-08 10:35:19,899 - mmaction - INFO - Epoch [1][200/1281] lr: 2.879e-02, eta: 12:46:22, time: 1.599, data_time: 0.002, memory: 10291, loss_action_cls: 0.0962, recall@thr=0.5: 0.4429, prec@thr=0.5: 0.5771, recall@top3: 0.6550, prec@top3: 0.5411, recall@top5: 0.8410, prec@top5: 0.4238, loss: 0.0962, grad_norm: 0.1415 2020-12-08 10:35:53,192 - mmaction - INFO - Epoch [1][220/1281] lr: 2.942e-02, eta: 12:40:17, time: 1.666, data_time: 0.003, memory: 10291, loss_action_cls: 0.0974, recall@thr=0.5: 0.4344, prec@thr=0.5: 0.5664, recall@top3: 0.6503, prec@top3: 0.5343, recall@top5: 0.8308, prec@top5: 0.4173, loss: 0.0974, grad_norm: 0.1463 2020-12-08 10:36:24,071 - mmaction - INFO - Epoch [1][240/1281] lr: 3.006e-02, eta: 12:30:43, time: 1.542, data_time: 0.002, memory: 10292, loss_action_cls: 0.0938, recall@thr=0.5: 0.4575, prec@thr=0.5: 0.5873, recall@top3: 0.6696, prec@top3: 0.5554, recall@top5: 0.8461, prec@top5: 0.4279, loss: 0.0938, grad_norm: 0.1654 2020-12-08 10:36:54,296 - mmaction - INFO - Epoch [1][260/1281] lr: 3.069e-02, eta: 12:21:34, time: 1.511, data_time: 0.004, memory: 10292, loss_action_cls: 0.0948, recall@thr=0.5: 0.4765, prec@thr=0.5: 0.6015, recall@top3: 0.6666, prec@top3: 0.5572, recall@top5: 0.8433, prec@top5: 0.4292, loss: 0.0948, grad_norm: 0.1770 2020-12-08 10:37:24,746 - mmaction - INFO - Epoch [1][280/1281] lr: 3.132e-02, eta: 12:14:02, time: 1.524, data_time: 0.004, memory: 10292, loss_action_cls: 0.0961, recall@thr=0.5: 0.4603, prec@thr=0.5: 0.5964, recall@top3: 0.6639, prec@top3: 0.5503, recall@top5: 0.8399, prec@top5: 0.4259, loss: 0.0961, grad_norm: 0.1782 2020-12-08 10:37:54,821 - mmaction - INFO - Epoch [1][300/1281] lr: 3.195e-02, eta: 12:06:53, time: 1.505, data_time: 0.002, memory: 10292, loss_action_cls: 0.0908, recall@thr=0.5: 0.4698, prec@thr=0.5: 0.5862, recall@top3: 0.6694, prec@top3: 0.5550, recall@top5: 0.8431, prec@top5: 0.4238, loss: 0.0908, grad_norm: 0.1676 2020-12-08 10:38:26,960 - mmaction - INFO - Epoch [1][320/1281] lr: 3.259e-02, eta: 12:03:13, time: 1.605, data_time: 0.001, memory: 10292, loss_action_cls: 0.0931, recall@thr=0.5: 0.4724, prec@thr=0.5: 0.5973, recall@top3: 0.6613, prec@top3: 0.5425, recall@top5: 0.8419, prec@top5: 0.4220, loss: 0.0931, grad_norm: 0.1528 2020-12-08 10:39:00,890 - mmaction - INFO - Epoch [1][340/1281] lr: 3.322e-02, eta: 12:02:13, time: 1.698, data_time: 0.003, memory: 10292, loss_action_cls: 0.0890, recall@thr=0.5: 0.4683, prec@thr=0.5: 0.5930, recall@top3: 0.6655, prec@top3: 0.5476, recall@top5: 0.8418, prec@top5: 0.4218, loss: 0.0890, grad_norm: 0.1544 2020-12-08 10:39:29,273 - mmaction - INFO - Epoch [1][360/1281] lr: 3.385e-02, eta: 11:54:45, time: 1.419, data_time: 0.002, memory: 10292, loss_action_cls: 0.0913, recall@thr=0.5: 0.4833, prec@thr=0.5: 0.5973, recall@top3: 0.6640, prec@top3: 0.5534, recall@top5: 0.8461, prec@top5: 0.4301, loss: 0.0913, grad_norm: 0.1716 2020-12-08 10:40:03,757 - mmaction - INFO - Epoch [1][380/1281] lr: 3.448e-02, eta: 11:54:47, time: 1.725, data_time: 0.002, memory: 10292, loss_action_cls: 0.0932, recall@thr=0.5: 0.4710, prec@thr=0.5: 0.5986, recall@top3: 0.6621, prec@top3: 0.5470, recall@top5: 0.8437, prec@top5: 0.4248, loss: 0.0932, grad_norm: 0.1843 2020-12-08 10:40:33,488 - mmaction - INFO - Epoch [1][400/1281] lr: 3.511e-02, eta: 11:49:42, time: 1.485, data_time: 0.001, memory: 10298, loss_action_cls: 0.0963, recall@thr=0.5: 0.4717, prec@thr=0.5: 0.6004, recall@top3: 0.6660, prec@top3: 0.5549, recall@top5: 0.8444, prec@top5: 0.4291, loss: 0.0963, grad_norm: 0.1926 2020-12-08 10:41:04,600 - mmaction - INFO - Epoch [1][420/1281] lr: 3.575e-02, eta: 11:46:29, time: 1.556, data_time: 0.164, memory: 10298, loss_action_cls: 0.0884, recall@thr=0.5: 0.4895, prec@thr=0.5: 0.6045, recall@top3: 0.6735, prec@top3: 0.5549, recall@top5: 0.8475, prec@top5: 0.4266, loss: 0.0884, grad_norm: 0.1785 2020-12-08 10:41:33,872 - mmaction - INFO - Epoch [1][440/1281] lr: 3.638e-02, eta: 11:41:45, time: 1.463, data_time: 0.003, memory: 10298, loss_action_cls: 0.0900, recall@thr=0.5: 0.4862, prec@thr=0.5: 0.6065, recall@top3: 0.6759, prec@top3: 0.5521, recall@top5: 0.8544, prec@top5: 0.4262, loss: 0.0900, grad_norm: 0.1399 2020-12-08 10:42:07,008 - mmaction - INFO - Epoch [1][460/1281] lr: 3.701e-02, eta: 11:40:56, time: 1.658, data_time: 0.003, memory: 10298, loss_action_cls: 0.0931, recall@thr=0.5: 0.4863, prec@thr=0.5: 0.6049, recall@top3: 0.6688, prec@top3: 0.5556, recall@top5: 0.8475, prec@top5: 0.4285, loss: 0.0931, grad_norm: 0.1634 2020-12-08 10:42:38,516 - mmaction - INFO - Epoch [1][480/1281] lr: 3.764e-02, eta: 11:38:38, time: 1.572, data_time: 0.002, memory: 10298, loss_action_cls: 0.0921, recall@thr=0.5: 0.4918, prec@thr=0.5: 0.6100, recall@top3: 0.6753, prec@top3: 0.5554, recall@top5: 0.8530, prec@top5: 0.4290, loss: 0.0921, grad_norm: 0.1844 2020-12-08 10:43:09,819 - mmaction - INFO - Epoch [1][500/1281] lr: 3.828e-02, eta: 11:36:24, time: 1.567, data_time: 0.005, memory: 10298, loss_action_cls: 0.0904, recall@thr=0.5: 0.5157, prec@thr=0.5: 0.6175, recall@top3: 0.6854, prec@top3: 0.5686, recall@top5: 0.8577, prec@top5: 0.4354, loss: 0.0904, grad_norm: 0.1656 2020-12-08 10:43:39,779 - mmaction - INFO - Epoch [1][520/1281] lr: 3.891e-02, eta: 11:33:13, time: 1.499, data_time: 0.003, memory: 10298, loss_action_cls: 0.0880, recall@thr=0.5: 0.4983, prec@thr=0.5: 0.6219, recall@top3: 0.6780, prec@top3: 0.5557, recall@top5: 0.8503, prec@top5: 0.4266, loss: 0.0880, grad_norm: 0.1745 2020-12-08 10:44:09,442 - mmaction - INFO - Epoch [1][540/1281] lr: 3.954e-02, eta: 11:29:56, time: 1.481, data_time: 0.002, memory: 10298, loss_action_cls: 0.0917, recall@thr=0.5: 0.5084, prec@thr=0.5: 0.6266, recall@top3: 0.6832, prec@top3: 0.5705, recall@top5: 0.8573, prec@top5: 0.4367, loss: 0.0917, grad_norm: 0.1671 2020-12-08 10:44:40,760 - mmaction - INFO - Epoch [1][560/1281] lr: 4.017e-02, eta: 11:28:08, time: 1.567, data_time: 0.004, memory: 10298, loss_action_cls: 0.0872, recall@thr=0.5: 0.5152, prec@thr=0.5: 0.6301, recall@top3: 0.6904, prec@top3: 0.5685, recall@top5: 0.8644, prec@top5: 0.4354, loss: 0.0872, grad_norm: 0.1940 2020-12-08 10:45:11,119 - mmaction - INFO - Epoch [1][580/1281] lr: 4.081e-02, eta: 11:25:44, time: 1.519, data_time: 0.003, memory: 10298, loss_action_cls: 0.0876, recall@thr=0.5: 0.5127, prec@thr=0.5: 0.6216, recall@top3: 0.6879, prec@top3: 0.5532, recall@top5: 0.8597, prec@top5: 0.4234, loss: 0.0876, grad_norm: 0.1983 2020-12-08 10:45:41,752 - mmaction - INFO - Epoch [1][600/1281] lr: 4.144e-02, eta: 11:23:39, time: 1.532, data_time: 0.002, memory: 10298, loss_action_cls: 0.0840, recall@thr=0.5: 0.5066, prec@thr=0.5: 0.6264, recall@top3: 0.6906, prec@top3: 0.5639, recall@top5: 0.8656, prec@top5: 0.4335, loss: 0.0840, grad_norm: 0.1826 2020-12-08 10:46:13,131 - mmaction - INFO - Epoch [1][620/1281] lr: 4.207e-02, eta: 11:22:09, time: 1.569, data_time: 0.001, memory: 10298, loss_action_cls: 0.0896, recall@thr=0.5: 0.5093, prec@thr=0.5: 0.6174, recall@top3: 0.6808, prec@top3: 0.5590, recall@top5: 0.8568, prec@top5: 0.4307, loss: 0.0896, grad_norm: 0.2359 2020-12-08 10:46:44,711 - mmaction - INFO - Epoch [1][640/1281] lr: 4.270e-02, eta: 11:20:49, time: 1.577, data_time: 0.001, memory: 10298, loss_action_cls: 0.0888, recall@thr=0.5: 0.5159, prec@thr=0.5: 0.6279, recall@top3: 0.6863, prec@top3: 0.5682, recall@top5: 0.8621, prec@top5: 0.4353, loss: 0.0888, grad_norm: 0.1888 2020-12-08 10:47:13,710 - mmaction - INFO - Epoch [1][660/1281] lr: 4.333e-02, eta: 11:17:57, time: 1.451, data_time: 0.003, memory: 10298, loss_action_cls: 0.0888, recall@thr=0.5: 0.5106, prec@thr=0.5: 0.6165, recall@top3: 0.6833, prec@top3: 0.5646, recall@top5: 0.8575, prec@top5: 0.4348, loss: 0.0888, grad_norm: 0.1521 2020-12-08 10:47:43,211 - mmaction - INFO - Epoch [1][680/1281] lr: 4.397e-02, eta: 11:15:31, time: 1.476, data_time: 0.003, memory: 10298, loss_action_cls: 0.0845, recall@thr=0.5: 0.5339, prec@thr=0.5: 0.6399, recall@top3: 0.7022, prec@top3: 0.5786, recall@top5: 0.8666, prec@top5: 0.4368, loss: 0.0845, grad_norm: 0.1675 2020-12-08 10:48:15,799 - mmaction - INFO - Epoch [1][700/1281] lr: 4.460e-02, eta: 11:15:01, time: 1.628, data_time: 0.002, memory: 10298, loss_action_cls: 0.0878, recall@thr=0.5: 0.5272, prec@thr=0.5: 0.6410, recall@top3: 0.6989, prec@top3: 0.5731, recall@top5: 0.8621, prec@top5: 0.4333, loss: 0.0878, grad_norm: 0.1573 2020-12-08 10:48:45,197 - mmaction - INFO - Epoch [1][720/1281] lr: 4.523e-02, eta: 11:12:41, time: 1.469, data_time: 0.004, memory: 10298, loss_action_cls: 0.0886, recall@thr=0.5: 0.5168, prec@thr=0.5: 0.6287, recall@top3: 0.6874, prec@top3: 0.5683, recall@top5: 0.8589, prec@top5: 0.4355, loss: 0.0886, grad_norm: 0.1930 2020-12-08 10:49:14,026 - mmaction - INFO - Epoch [1][740/1281] lr: 4.586e-02, eta: 11:10:09, time: 1.444, data_time: 0.004, memory: 10298, loss_action_cls: 0.0861, recall@thr=0.5: 0.5208, prec@thr=0.5: 0.6324, recall@top3: 0.6941, prec@top3: 0.5678, recall@top5: 0.8605, prec@top5: 0.4303, loss: 0.0861, grad_norm: 0.1778 2020-12-08 10:49:45,959 - mmaction - INFO - Epoch [1][760/1281] lr: 4.650e-02, eta: 11:09:22, time: 1.594, data_time: 0.001, memory: 10298, loss_action_cls: 0.0833, recall@thr=0.5: 0.5279, prec@thr=0.5: 0.6357, recall@top3: 0.6998, prec@top3: 0.5712, recall@top5: 0.8686, prec@top5: 0.4340, loss: 0.0833, grad_norm: 0.1858 2020-12-08 10:50:16,443 - mmaction - INFO - Epoch [1][780/1281] lr: 4.713e-02, eta: 11:07:53, time: 1.526, data_time: 0.004, memory: 10298, loss_action_cls: 0.0830, recall@thr=0.5: 0.5329, prec@thr=0.5: 0.6408, recall@top3: 0.7044, prec@top3: 0.5700, recall@top5: 0.8707, prec@top5: 0.4318, loss: 0.0830, grad_norm: 0.1941 2020-12-08 10:50:44,746 - mmaction - INFO - Epoch [1][800/1281] lr: 4.776e-02, eta: 11:05:19, time: 1.416, data_time: 0.002, memory: 10301, loss_action_cls: 0.0858, recall@thr=0.5: 0.5489, prec@thr=0.5: 0.6520, recall@top3: 0.7057, prec@top3: 0.5841, recall@top5: 0.8738, prec@top5: 0.4424, loss: 0.0858, grad_norm: 0.1694 2020-12-08 10:51:15,442 - mmaction - INFO - Epoch [1][820/1281] lr: 4.839e-02, eta: 11:04:01, time: 1.533, data_time: 0.001, memory: 10301, loss_action_cls: 0.0873, recall@thr=0.5: 0.5481, prec@thr=0.5: 0.6532, recall@top3: 0.7033, prec@top3: 0.5782, recall@top5: 0.8691, prec@top5: 0.4371, loss: 0.0873, grad_norm: 0.1605 2020-12-08 10:51:45,013 - mmaction - INFO - Epoch [1][840/1281] lr: 4.903e-02, eta: 11:02:14, time: 1.480, data_time: 0.003, memory: 10301, loss_action_cls: 0.0844, recall@thr=0.5: 0.5397, prec@thr=0.5: 0.6484, recall@top3: 0.7091, prec@top3: 0.5865, recall@top5: 0.8706, prec@top5: 0.4405, loss: 0.0844, grad_norm: 0.1528 2020-12-08 10:52:16,162 - mmaction - INFO - Epoch [1][860/1281] lr: 4.966e-02, eta: 11:01:15, time: 1.556, data_time: 0.001, memory: 10301, loss_action_cls: 0.0836, recall@thr=0.5: 0.5469, prec@thr=0.5: 0.6515, recall@top3: 0.7083, prec@top3: 0.5776, recall@top5: 0.8736, prec@top5: 0.4355, loss: 0.0836, grad_norm: 0.1494 2020-12-08 10:52:47,519 - mmaction - INFO - Epoch [1][880/1281] lr: 5.029e-02, eta: 11:00:23, time: 1.567, data_time: 0.003, memory: 10301, loss_action_cls: 0.0849, recall@thr=0.5: 0.5468, prec@thr=0.5: 0.6521, recall@top3: 0.7097, prec@top3: 0.5790, recall@top5: 0.8729, prec@top5: 0.4364, loss: 0.0849, grad_norm: 0.1504 2020-12-08 10:53:14,806 - mmaction - INFO - Epoch [1][900/1281] lr: 5.092e-02, eta: 10:57:41, time: 1.365, data_time: 0.003, memory: 10301, loss_action_cls: 0.0859, recall@thr=0.5: 0.5496, prec@thr=0.5: 0.6539, recall@top3: 0.7111, prec@top3: 0.5775, recall@top5: 0.8757, prec@top5: 0.4361, loss: 0.0859, grad_norm: 0.1634 2020-12-08 10:53:47,184 - mmaction - INFO - Epoch [1][920/1281] lr: 5.156e-02, eta: 10:57:21, time: 1.620, data_time: 0.003, memory: 10301, loss_action_cls: 0.0863, recall@thr=0.5: 0.5580, prec@thr=0.5: 0.6596, recall@top3: 0.7099, prec@top3: 0.5832, recall@top5: 0.8753, prec@top5: 0.4390, loss: 0.0863, grad_norm: 0.1746 2020-12-08 10:54:20,145 - mmaction - INFO - Epoch [1][940/1281] lr: 5.219e-02, eta: 10:57:16, time: 1.648, data_time: 0.002, memory: 10301, loss_action_cls: 0.0843, recall@thr=0.5: 0.5492, prec@thr=0.5: 0.6550, recall@top3: 0.7091, prec@top3: 0.5805, recall@top5: 0.8750, prec@top5: 0.4383, loss: 0.0843, grad_norm: 0.1814 2020-12-08 10:54:48,291 - mmaction - INFO - Epoch [1][960/1281] lr: 5.282e-02, eta: 10:55:07, time: 1.408, data_time: 0.002, memory: 10301, loss_action_cls: 0.0846, recall@thr=0.5: 0.5539, prec@thr=0.5: 0.6611, recall@top3: 0.7064, prec@top3: 0.5781, recall@top5: 0.8728, prec@top5: 0.4372, loss: 0.0846, grad_norm: 0.1574 2020-12-08 10:55:19,968 - mmaction - INFO - Epoch [1][980/1281] lr: 5.345e-02, eta: 10:54:30, time: 1.584, data_time: 0.002, memory: 10301, loss_action_cls: 0.0813, recall@thr=0.5: 0.5410, prec@thr=0.5: 0.6508, recall@top3: 0.7033, prec@top3: 0.5785, recall@top5: 0.8741, prec@top5: 0.4399, loss: 0.0813, grad_norm: 0.1836 2020-12-08 10:55:49,667 - mmaction - INFO - Epoch [1][1000/1281] lr: 5.408e-02, eta: 10:53:04, time: 1.485, data_time: 0.002, memory: 10301, loss_action_cls: 0.0850, recall@thr=0.5: 0.5378, prec@thr=0.5: 0.6406, recall@top3: 0.7042, prec@top3: 0.5743, recall@top5: 0.8715, prec@top5: 0.4363, loss: 0.0850, grad_norm: 0.2022 2020-12-08 10:56:20,882 - mmaction - INFO - Epoch [1][1020/1281] lr: 5.472e-02, eta: 10:52:16, time: 1.558, data_time: 0.001, memory: 10301, loss_action_cls: 0.0852, recall@thr=0.5: 0.5455, prec@thr=0.5: 0.6498, recall@top3: 0.7082, prec@top3: 0.5807, recall@top5: 0.8760, prec@top5: 0.4393, loss: 0.0852, grad_norm: 0.1713 2020-12-08 10:56:48,467 - mmaction - INFO - Epoch [1][1040/1281] lr: 5.535e-02, eta: 10:50:05, time: 1.381, data_time: 0.004, memory: 10301, loss_action_cls: 0.0799, recall@thr=0.5: 0.5509, prec@thr=0.5: 0.6566, recall@top3: 0.7078, prec@top3: 0.5853, recall@top5: 0.8781, prec@top5: 0.4442, loss: 0.0799, grad_norm: 0.1730 2020-12-08 10:57:20,337 - mmaction - INFO - Epoch [1][1060/1281] lr: 5.598e-02, eta: 10:49:37, time: 1.595, data_time: 0.003, memory: 10301, loss_action_cls: 0.0859, recall@thr=0.5: 0.5440, prec@thr=0.5: 0.6499, recall@top3: 0.7032, prec@top3: 0.5712, recall@top5: 0.8740, prec@top5: 0.4348, loss: 0.0859, grad_norm: 0.1607 2020-12-08 10:57:49,020 - mmaction - INFO - Epoch [1][1080/1281] lr: 5.661e-02, eta: 10:47:54, time: 1.430, data_time: 0.001, memory: 10301, loss_action_cls: 0.0831, recall@thr=0.5: 0.5508, prec@thr=0.5: 0.6514, recall@top3: 0.7136, prec@top3: 0.5859, recall@top5: 0.8740, prec@top5: 0.4390, loss: 0.0831, grad_norm: 0.1357 2020-12-08 10:58:18,849 - mmaction - INFO - Epoch [1][1100/1281] lr: 5.725e-02, eta: 10:46:43, time: 1.495, data_time: 0.005, memory: 10301, loss_action_cls: 0.0824, recall@thr=0.5: 0.5670, prec@thr=0.5: 0.6667, recall@top3: 0.7153, prec@top3: 0.6007, recall@top5: 0.8779, prec@top5: 0.4499, loss: 0.0824, grad_norm: 0.1595 2020-12-08 10:58:49,895 - mmaction - INFO - Epoch [1][1120/1281] lr: 5.788e-02, eta: 10:45:58, time: 1.552, data_time: 0.001, memory: 10301, loss_action_cls: 0.0786, recall@thr=0.5: 0.5596, prec@thr=0.5: 0.6672, recall@top3: 0.7178, prec@top3: 0.5840, recall@top5: 0.8790, prec@top5: 0.4386, loss: 0.0786, grad_norm: 0.1680 2020-12-08 10:59:19,779 - mmaction - INFO - Epoch [1][1140/1281] lr: 5.851e-02, eta: 10:44:48, time: 1.494, data_time: 0.001, memory: 10301, loss_action_cls: 0.0823, recall@thr=0.5: 0.5641, prec@thr=0.5: 0.6614, recall@top3: 0.7124, prec@top3: 0.5864, recall@top5: 0.8726, prec@top5: 0.4410, loss: 0.0823, grad_norm: 0.2023 2020-12-08 10:59:48,484 - mmaction - INFO - Epoch [1][1160/1281] lr: 5.914e-02, eta: 10:43:15, time: 1.434, data_time: 0.038, memory: 10301, loss_action_cls: 0.0805, recall@thr=0.5: 0.5662, prec@thr=0.5: 0.6689, recall@top3: 0.7191, prec@top3: 0.5941, recall@top5: 0.8805, prec@top5: 0.4446, loss: 0.0805, grad_norm: 0.1611 2020-12-08 11:00:18,778 - mmaction - INFO - Epoch [1][1180/1281] lr: 5.978e-02, eta: 10:42:17, time: 1.515, data_time: 0.003, memory: 10301, loss_action_cls: 0.0803, recall@thr=0.5: 0.5678, prec@thr=0.5: 0.6604, recall@top3: 0.7186, prec@top3: 0.5836, recall@top5: 0.8818, prec@top5: 0.4382, loss: 0.0803, grad_norm: 0.1425 2020-12-08 11:00:48,891 - mmaction - INFO - Epoch [1][1200/1281] lr: 6.041e-02, eta: 10:41:16, time: 1.504, data_time: 0.121, memory: 10301, loss_action_cls: 0.0839, recall@thr=0.5: 0.5552, prec@thr=0.5: 0.6618, recall@top3: 0.7140, prec@top3: 0.5869, recall@top5: 0.8803, prec@top5: 0.4416, loss: 0.0839, grad_norm: 0.1777 2020-12-08 11:01:18,650 - mmaction - INFO - Epoch [1][1220/1281] lr: 6.104e-02, eta: 10:40:10, time: 1.489, data_time: 0.228, memory: 10301, loss_action_cls: 0.0804, recall@thr=0.5: 0.5622, prec@thr=0.5: 0.6648, recall@top3: 0.7117, prec@top3: 0.5844, recall@top5: 0.8798, prec@top5: 0.4429, loss: 0.0804, grad_norm: 0.1622 2020-12-08 11:01:48,310 - mmaction - INFO - Epoch [1][1240/1281] lr: 6.167e-02, eta: 10:39:02, time: 1.482, data_time: 0.124, memory: 10301, loss_action_cls: 0.0795, recall@thr=0.5: 0.5615, prec@thr=0.5: 0.6713, recall@top3: 0.7229, prec@top3: 0.5878, recall@top5: 0.8775, prec@top5: 0.4377, loss: 0.0795, grad_norm: 0.1515 2020-12-08 11:02:17,424 - mmaction - INFO - Epoch [1][1260/1281] lr: 6.230e-02, eta: 10:37:46, time: 1.457, data_time: 0.095, memory: 10301, loss_action_cls: 0.0812, recall@thr=0.5: 0.5655, prec@thr=0.5: 0.6634, recall@top3: 0.7164, prec@top3: 0.5927, recall@top5: 0.8792, prec@top5: 0.4451, loss: 0.0812, grad_norm: 0.1444 2020-12-08 11:02:46,165 - mmaction - INFO - Epoch [1][1280/1281] lr: 6.294e-02, eta: 10:36:24, time: 1.438, data_time: 0.003, memory: 10301, loss_action_cls: 0.0831, recall@thr=0.5: 0.5470, prec@thr=0.5: 0.6571, recall@top3: 0.7098, prec@top3: 0.5772, recall@top5: 0.8752, prec@top5: 0.4347, loss: 0.0831, grad_norm: 0.1633 2020-12-08 11:02:49,532 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-12-08 11:13:44,403 - mmaction - INFO - Evaluating proposal ... 2020-12-08 11:14:51,636 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 11:14:51,637 - mmaction - INFO - Evaluating bbox ... 2020-12-08 11:22:42,257 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.1760 2020-12-08 11:22:43,453 - mmaction - INFO - Epoch(val) [1][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.1760 2020-12-08 11:24:00,069 - mmaction - INFO - Epoch [2][20/1281] lr: 6.360e-02, eta: 10:49:27, time: 3.829, data_time: 2.697, memory: 10301, loss_action_cls: 0.0804, recall@thr=0.5: 0.5684, prec@thr=0.5: 0.6665, recall@top3: 0.7234, prec@top3: 0.5945, recall@top5: 0.8829, prec@top5: 0.4450, loss: 0.0804, grad_norm: 0.1323 2020-12-08 11:24:31,155 - mmaction - INFO - Epoch [2][40/1281] lr: 6.423e-02, eta: 10:48:37, time: 1.553, data_time: 0.230, memory: 10301, loss_action_cls: 0.0775, recall@thr=0.5: 0.5695, prec@thr=0.5: 0.6747, recall@top3: 0.7233, prec@top3: 0.5892, recall@top5: 0.8881, prec@top5: 0.4434, loss: 0.0775, grad_norm: 0.1637 2020-12-08 11:25:02,623 - mmaction - INFO - Epoch [2][60/1281] lr: 6.487e-02, eta: 10:47:55, time: 1.576, data_time: 0.004, memory: 10301, loss_action_cls: 0.0793, recall@thr=0.5: 0.5725, prec@thr=0.5: 0.6689, recall@top3: 0.7262, prec@top3: 0.5927, recall@top5: 0.8885, prec@top5: 0.4435, loss: 0.0793, grad_norm: 0.1493 2020-12-08 11:25:30,961 - mmaction - INFO - Epoch [2][80/1281] lr: 6.550e-02, eta: 10:46:17, time: 1.414, data_time: 0.001, memory: 10301, loss_action_cls: 0.0804, recall@thr=0.5: 0.5584, prec@thr=0.5: 0.6617, recall@top3: 0.7171, prec@top3: 0.5875, recall@top5: 0.8829, prec@top5: 0.4429, loss: 0.0804, grad_norm: 0.1762 2020-12-08 11:26:00,321 - mmaction - INFO - Epoch [2][100/1281] lr: 6.613e-02, eta: 10:45:00, time: 1.471, data_time: 0.141, memory: 10301, loss_action_cls: 0.0804, recall@thr=0.5: 0.5688, prec@thr=0.5: 0.6658, recall@top3: 0.7163, prec@top3: 0.5936, recall@top5: 0.8799, prec@top5: 0.4473, loss: 0.0804, grad_norm: 0.1563 2020-12-08 11:26:30,702 - mmaction - INFO - Epoch [2][120/1281] lr: 6.676e-02, eta: 10:44:00, time: 1.517, data_time: 0.001, memory: 10301, loss_action_cls: 0.0772, recall@thr=0.5: 0.5834, prec@thr=0.5: 0.6754, recall@top3: 0.7289, prec@top3: 0.5946, recall@top5: 0.8853, prec@top5: 0.4420, loss: 0.0772, grad_norm: 0.1634 2020-12-08 11:26:59,907 - mmaction - INFO - Epoch [2][140/1281] lr: 6.739e-02, eta: 10:42:42, time: 1.459, data_time: 0.093, memory: 10301, loss_action_cls: 0.0788, recall@thr=0.5: 0.5746, prec@thr=0.5: 0.6671, recall@top3: 0.7247, prec@top3: 0.5910, recall@top5: 0.8832, prec@top5: 0.4403, loss: 0.0788, grad_norm: 0.1408 2020-12-08 11:27:30,729 - mmaction - INFO - Epoch [2][160/1281] lr: 6.803e-02, eta: 10:41:52, time: 1.540, data_time: 0.004, memory: 10301, loss_action_cls: 0.0779, recall@thr=0.5: 0.5822, prec@thr=0.5: 0.6816, recall@top3: 0.7275, prec@top3: 0.6055, recall@top5: 0.8876, prec@top5: 0.4518, loss: 0.0779, grad_norm: 0.1461 2020-12-08 11:27:57,991 - mmaction - INFO - Epoch [2][180/1281] lr: 6.866e-02, eta: 10:40:06, time: 1.367, data_time: 0.005, memory: 10301, loss_action_cls: 0.0813, recall@thr=0.5: 0.5675, prec@thr=0.5: 0.6662, recall@top3: 0.7176, prec@top3: 0.5913, recall@top5: 0.8796, prec@top5: 0.4432, loss: 0.0813, grad_norm: 0.1883 2020-12-08 11:28:26,851 - mmaction - INFO - Epoch [2][200/1281] lr: 6.929e-02, eta: 10:38:46, time: 1.442, data_time: 0.001, memory: 10301, loss_action_cls: 0.0809, recall@thr=0.5: 0.5620, prec@thr=0.5: 0.6687, recall@top3: 0.7181, prec@top3: 0.5866, recall@top5: 0.8828, prec@top5: 0.4414, loss: 0.0809, grad_norm: 0.1664 2020-12-08 11:28:57,764 - mmaction - INFO - Epoch [2][220/1281] lr: 6.992e-02, eta: 10:38:00, time: 1.545, data_time: 0.002, memory: 10301, loss_action_cls: 0.0792, recall@thr=0.5: 0.5711, prec@thr=0.5: 0.6759, recall@top3: 0.7298, prec@top3: 0.5953, recall@top5: 0.8837, prec@top5: 0.4417, loss: 0.0792, grad_norm: 0.1443 2020-12-08 11:29:27,104 - mmaction - INFO - Epoch [2][240/1281] lr: 7.056e-02, eta: 10:36:51, time: 1.468, data_time: 0.003, memory: 10301, loss_action_cls: 0.0771, recall@thr=0.5: 0.5793, prec@thr=0.5: 0.6806, recall@top3: 0.7329, prec@top3: 0.6015, recall@top5: 0.8854, prec@top5: 0.4455, loss: 0.0771, grad_norm: 0.1335 2020-12-08 11:29:58,133 - mmaction - INFO - Epoch [2][260/1281] lr: 7.119e-02, eta: 10:36:08, time: 1.551, data_time: 0.002, memory: 10301, loss_action_cls: 0.0761, recall@thr=0.5: 0.5802, prec@thr=0.5: 0.6757, recall@top3: 0.7271, prec@top3: 0.5947, recall@top5: 0.8857, prec@top5: 0.4438, loss: 0.0761, grad_norm: 0.1396 2020-12-08 11:30:25,780 - mmaction - INFO - Epoch [2][280/1281] lr: 7.182e-02, eta: 10:34:34, time: 1.384, data_time: 0.066, memory: 10301, loss_action_cls: 0.0792, recall@thr=0.5: 0.5832, prec@thr=0.5: 0.6765, recall@top3: 0.7260, prec@top3: 0.5973, recall@top5: 0.8894, prec@top5: 0.4478, loss: 0.0792, grad_norm: 0.1635 2020-12-08 11:30:54,754 - mmaction - INFO - Epoch [2][300/1281] lr: 7.245e-02, eta: 10:33:22, time: 1.448, data_time: 0.001, memory: 10301, loss_action_cls: 0.0808, recall@thr=0.5: 0.5768, prec@thr=0.5: 0.6785, recall@top3: 0.7289, prec@top3: 0.5986, recall@top5: 0.8890, prec@top5: 0.4472, loss: 0.0808, grad_norm: 0.1920 2020-12-08 11:31:26,240 - mmaction - INFO - Epoch [2][320/1281] lr: 7.309e-02, eta: 10:32:48, time: 1.575, data_time: 0.001, memory: 10301, loss_action_cls: 0.0771, recall@thr=0.5: 0.5819, prec@thr=0.5: 0.6801, recall@top3: 0.7249, prec@top3: 0.5979, recall@top5: 0.8842, prec@top5: 0.4473, loss: 0.0771, grad_norm: 0.1932 2020-12-08 11:31:53,377 - mmaction - INFO - Epoch [2][340/1281] lr: 7.372e-02, eta: 10:31:10, time: 1.356, data_time: 0.031, memory: 10301, loss_action_cls: 0.0780, recall@thr=0.5: 0.5838, prec@thr=0.5: 0.6836, recall@top3: 0.7218, prec@top3: 0.5893, recall@top5: 0.8823, prec@top5: 0.4420, loss: 0.0780, grad_norm: 0.1611 2020-12-08 11:32:25,084 - mmaction - INFO - Epoch [2][360/1281] lr: 7.435e-02, eta: 10:30:41, time: 1.586, data_time: 0.002, memory: 10301, loss_action_cls: 0.0778, recall@thr=0.5: 0.5781, prec@thr=0.5: 0.6875, recall@top3: 0.7325, prec@top3: 0.5954, recall@top5: 0.8877, prec@top5: 0.4429, loss: 0.0778, grad_norm: 0.1428 2020-12-08 11:32:52,861 - mmaction - INFO - Epoch [2][380/1281] lr: 7.498e-02, eta: 10:29:15, time: 1.389, data_time: 0.144, memory: 10301, loss_action_cls: 0.0781, recall@thr=0.5: 0.5843, prec@thr=0.5: 0.6828, recall@top3: 0.7334, prec@top3: 0.5991, recall@top5: 0.8899, prec@top5: 0.4437, loss: 0.0781, grad_norm: 0.1360 2020-12-08 11:33:24,537 - mmaction - INFO - Epoch [2][400/1281] lr: 7.561e-02, eta: 10:28:46, time: 1.584, data_time: 0.449, memory: 10304, loss_action_cls: 0.0762, recall@thr=0.5: 0.5737, prec@thr=0.5: 0.6713, recall@top3: 0.7300, prec@top3: 0.5882, recall@top5: 0.8894, prec@top5: 0.4393, loss: 0.0762, grad_norm: 0.1473 2020-12-08 11:33:54,778 - mmaction - INFO - Epoch [2][420/1281] lr: 7.625e-02, eta: 10:27:55, time: 1.509, data_time: 0.094, memory: 10304, loss_action_cls: 0.0784, recall@thr=0.5: 0.5924, prec@thr=0.5: 0.6897, recall@top3: 0.7334, prec@top3: 0.5987, recall@top5: 0.8876, prec@top5: 0.4439, loss: 0.0784, grad_norm: 0.1470 2020-12-08 11:34:22,683 - mmaction - INFO - Epoch [2][440/1281] lr: 7.688e-02, eta: 10:26:34, time: 1.397, data_time: 0.075, memory: 10304, loss_action_cls: 0.0755, recall@thr=0.5: 0.5938, prec@thr=0.5: 0.6872, recall@top3: 0.7379, prec@top3: 0.6004, recall@top5: 0.8892, prec@top5: 0.4442, loss: 0.0755, grad_norm: 0.1348 2020-12-08 11:34:53,400 - mmaction - INFO - Epoch [2][460/1281] lr: 7.751e-02, eta: 10:25:53, time: 1.536, data_time: 0.002, memory: 10304, loss_action_cls: 0.0732, recall@thr=0.5: 0.5842, prec@thr=0.5: 0.6902, recall@top3: 0.7346, prec@top3: 0.5927, recall@top5: 0.8879, prec@top5: 0.4401, loss: 0.0732, grad_norm: 0.1404 2020-12-08 11:35:21,384 - mmaction - INFO - Epoch [2][480/1281] lr: 7.814e-02, eta: 10:24:35, time: 1.400, data_time: 0.002, memory: 10304, loss_action_cls: 0.0780, recall@thr=0.5: 0.5919, prec@thr=0.5: 0.6888, recall@top3: 0.7363, prec@top3: 0.6048, recall@top5: 0.8893, prec@top5: 0.4479, loss: 0.0780, grad_norm: 0.1399 2020-12-08 11:35:53,028 - mmaction - INFO - Epoch [2][500/1281] lr: 7.878e-02, eta: 10:24:06, time: 1.582, data_time: 0.001, memory: 10304, loss_action_cls: 0.0744, recall@thr=0.5: 0.6001, prec@thr=0.5: 0.7017, recall@top3: 0.7379, prec@top3: 0.6048, recall@top5: 0.8925, prec@top5: 0.4485, loss: 0.0744, grad_norm: 0.1417 2020-12-08 11:36:23,085 - mmaction - INFO - Epoch [2][520/1281] lr: 7.941e-02, eta: 10:23:17, time: 1.502, data_time: 0.001, memory: 10304, loss_action_cls: 0.0769, recall@thr=0.5: 0.5884, prec@thr=0.5: 0.6899, recall@top3: 0.7344, prec@top3: 0.5996, recall@top5: 0.8866, prec@top5: 0.4440, loss: 0.0769, grad_norm: 0.1347 2020-12-08 11:36:50,687 - mmaction - INFO - Epoch [2][540/1281] lr: 8.004e-02, eta: 10:21:56, time: 1.380, data_time: 0.002, memory: 10304, loss_action_cls: 0.0753, recall@thr=0.5: 0.5882, prec@thr=0.5: 0.6883, recall@top3: 0.7360, prec@top3: 0.5995, recall@top5: 0.8931, prec@top5: 0.4453, loss: 0.0753, grad_norm: 0.1425 2020-12-08 11:37:22,028 - mmaction - INFO - Epoch [2][560/1281] lr: 8.067e-02, eta: 10:21:24, time: 1.567, data_time: 0.002, memory: 10304, loss_action_cls: 0.0775, recall@thr=0.5: 0.5944, prec@thr=0.5: 0.6907, recall@top3: 0.7280, prec@top3: 0.6014, recall@top5: 0.8851, prec@top5: 0.4482, loss: 0.0775, grad_norm: 0.1591 2020-12-08 11:37:50,857 - mmaction - INFO - Epoch [2][580/1281] lr: 8.131e-02, eta: 10:20:20, time: 1.441, data_time: 0.001, memory: 10304, loss_action_cls: 0.0762, recall@thr=0.5: 0.5910, prec@thr=0.5: 0.6907, recall@top3: 0.7352, prec@top3: 0.5981, recall@top5: 0.8850, prec@top5: 0.4406, loss: 0.0762, grad_norm: 0.1425 2020-12-08 11:38:20,535 - mmaction - INFO - Epoch [2][600/1281] lr: 8.194e-02, eta: 10:19:28, time: 1.484, data_time: 0.001, memory: 10304, loss_action_cls: 0.0766, recall@thr=0.5: 0.5845, prec@thr=0.5: 0.6896, recall@top3: 0.7352, prec@top3: 0.5988, recall@top5: 0.8901, prec@top5: 0.4430, loss: 0.0766, grad_norm: 0.1295 2020-12-08 11:38:50,985 - mmaction - INFO - Epoch [2][620/1281] lr: 8.257e-02, eta: 10:18:46, time: 1.522, data_time: 0.002, memory: 10304, loss_action_cls: 0.0760, recall@thr=0.5: 0.5879, prec@thr=0.5: 0.6759, recall@top3: 0.7334, prec@top3: 0.5943, recall@top5: 0.8901, prec@top5: 0.4420, loss: 0.0760, grad_norm: 0.1517 2020-12-08 11:39:23,314 - mmaction - INFO - Epoch [2][640/1281] lr: 8.320e-02, eta: 10:18:27, time: 1.615, data_time: 0.002, memory: 10304, loss_action_cls: 0.0740, recall@thr=0.5: 0.5836, prec@thr=0.5: 0.6858, recall@top3: 0.7313, prec@top3: 0.6015, recall@top5: 0.8882, prec@top5: 0.4474, loss: 0.0740, grad_norm: 0.1365 2020-12-08 11:39:50,714 - mmaction - INFO - Epoch [2][660/1281] lr: 8.383e-02, eta: 10:17:08, time: 1.371, data_time: 0.003, memory: 10304, loss_action_cls: 0.0740, recall@thr=0.5: 0.5903, prec@thr=0.5: 0.6877, recall@top3: 0.7385, prec@top3: 0.6058, recall@top5: 0.8977, prec@top5: 0.4521, loss: 0.0740, grad_norm: 0.1656 2020-12-08 11:40:23,546 - mmaction - INFO - Epoch [2][680/1281] lr: 8.447e-02, eta: 10:16:56, time: 1.643, data_time: 0.003, memory: 10304, loss_action_cls: 0.0734, recall@thr=0.5: 0.5841, prec@thr=0.5: 0.6876, recall@top3: 0.7354, prec@top3: 0.5955, recall@top5: 0.8879, prec@top5: 0.4415, loss: 0.0734, grad_norm: 0.1301 2020-12-08 11:40:51,776 - mmaction - INFO - Epoch [2][700/1281] lr: 8.510e-02, eta: 10:15:48, time: 1.412, data_time: 0.002, memory: 10304, loss_action_cls: 0.0750, recall@thr=0.5: 0.5777, prec@thr=0.5: 0.6844, recall@top3: 0.7327, prec@top3: 0.6005, recall@top5: 0.8869, prec@top5: 0.4436, loss: 0.0750, grad_norm: 0.1371 2020-12-08 11:41:22,027 - mmaction - INFO - Epoch [2][720/1281] lr: 8.573e-02, eta: 10:15:05, time: 1.512, data_time: 0.001, memory: 10304, loss_action_cls: 0.0761, recall@thr=0.5: 0.6008, prec@thr=0.5: 0.6934, recall@top3: 0.7373, prec@top3: 0.6014, recall@top5: 0.8840, prec@top5: 0.4416, loss: 0.0761, grad_norm: 0.1222 2020-12-08 11:41:51,677 - mmaction - INFO - Epoch [2][740/1281] lr: 8.636e-02, eta: 10:14:15, time: 1.482, data_time: 0.002, memory: 10304, loss_action_cls: 0.0708, recall@thr=0.5: 0.5968, prec@thr=0.5: 0.7025, recall@top3: 0.7447, prec@top3: 0.6106, recall@top5: 0.8955, prec@top5: 0.4500, loss: 0.0708, grad_norm: 0.1151 2020-12-08 11:42:18,623 - mmaction - INFO - Epoch [2][760/1281] lr: 8.700e-02, eta: 10:12:54, time: 1.348, data_time: 0.002, memory: 10304, loss_action_cls: 0.0729, recall@thr=0.5: 0.6043, prec@thr=0.5: 0.7019, recall@top3: 0.7396, prec@top3: 0.6143, recall@top5: 0.8919, prec@top5: 0.4541, loss: 0.0729, grad_norm: 0.1320 2020-12-08 11:42:49,645 - mmaction - INFO - Epoch [2][780/1281] lr: 8.763e-02, eta: 10:12:20, time: 1.549, data_time: 0.001, memory: 10307, loss_action_cls: 0.0744, recall@thr=0.5: 0.5951, prec@thr=0.5: 0.6978, recall@top3: 0.7404, prec@top3: 0.5956, recall@top5: 0.8906, prec@top5: 0.4396, loss: 0.0744, grad_norm: 0.1340 2020-12-08 11:43:19,975 - mmaction - INFO - Epoch [2][800/1281] lr: 8.826e-02, eta: 10:11:40, time: 1.519, data_time: 0.004, memory: 10307, loss_action_cls: 0.0740, recall@thr=0.5: 0.5922, prec@thr=0.5: 0.6923, recall@top3: 0.7363, prec@top3: 0.6041, recall@top5: 0.8928, prec@top5: 0.4485, loss: 0.0740, grad_norm: 0.1426 2020-12-08 11:43:48,639 - mmaction - INFO - Epoch [2][820/1281] lr: 8.889e-02, eta: 10:10:40, time: 1.432, data_time: 0.001, memory: 10307, loss_action_cls: 0.0739, recall@thr=0.5: 0.6085, prec@thr=0.5: 0.7025, recall@top3: 0.7410, prec@top3: 0.6139, recall@top5: 0.8947, prec@top5: 0.4539, loss: 0.0739, grad_norm: 0.1339 2020-12-08 11:44:18,322 - mmaction - INFO - Epoch [2][840/1281] lr: 8.953e-02, eta: 10:09:53, time: 1.483, data_time: 0.003, memory: 10307, loss_action_cls: 0.0721, recall@thr=0.5: 0.6062, prec@thr=0.5: 0.7039, recall@top3: 0.7442, prec@top3: 0.6122, recall@top5: 0.8904, prec@top5: 0.4490, loss: 0.0721, grad_norm: 0.1225 2020-12-08 11:44:47,551 - mmaction - INFO - Epoch [2][860/1281] lr: 9.016e-02, eta: 10:09:01, time: 1.463, data_time: 0.004, memory: 10307, loss_action_cls: 0.0727, recall@thr=0.5: 0.6019, prec@thr=0.5: 0.7015, recall@top3: 0.7355, prec@top3: 0.6089, recall@top5: 0.8852, prec@top5: 0.4485, loss: 0.0727, grad_norm: 0.1206 2020-12-08 11:45:18,896 - mmaction - INFO - Epoch [2][880/1281] lr: 9.079e-02, eta: 10:08:31, time: 1.564, data_time: 0.002, memory: 10307, loss_action_cls: 0.0739, recall@thr=0.5: 0.6037, prec@thr=0.5: 0.6966, recall@top3: 0.7382, prec@top3: 0.6123, recall@top5: 0.8919, prec@top5: 0.4528, loss: 0.0739, grad_norm: 0.1253 2020-12-08 11:45:46,892 - mmaction - INFO - Epoch [2][900/1281] lr: 9.142e-02, eta: 10:07:27, time: 1.403, data_time: 0.005, memory: 10307, loss_action_cls: 0.0729, recall@thr=0.5: 0.5966, prec@thr=0.5: 0.6984, recall@top3: 0.7443, prec@top3: 0.6041, recall@top5: 0.8947, prec@top5: 0.4452, loss: 0.0729, grad_norm: 0.1409 2020-12-08 11:46:18,617 - mmaction - INFO - Epoch [2][920/1281] lr: 9.206e-02, eta: 10:07:03, time: 1.586, data_time: 0.001, memory: 10307, loss_action_cls: 0.0736, recall@thr=0.5: 0.6005, prec@thr=0.5: 0.7000, recall@top3: 0.7429, prec@top3: 0.6029, recall@top5: 0.8959, prec@top5: 0.4467, loss: 0.0736, grad_norm: 0.1358 2020-12-08 11:46:45,678 - mmaction - INFO - Epoch [2][940/1281] lr: 9.269e-02, eta: 10:05:49, time: 1.354, data_time: 0.002, memory: 10307, loss_action_cls: 0.0722, recall@thr=0.5: 0.5904, prec@thr=0.5: 0.6969, recall@top3: 0.7364, prec@top3: 0.6006, recall@top5: 0.8924, prec@top5: 0.4466, loss: 0.0722, grad_norm: 0.1491 2020-12-08 11:47:15,282 - mmaction - INFO - Epoch [2][960/1281] lr: 9.332e-02, eta: 10:05:03, time: 1.479, data_time: 0.001, memory: 10307, loss_action_cls: 0.0723, recall@thr=0.5: 0.6044, prec@thr=0.5: 0.6949, recall@top3: 0.7444, prec@top3: 0.6148, recall@top5: 0.8969, prec@top5: 0.4544, loss: 0.0723, grad_norm: 0.1400 2020-12-08 11:47:45,136 - mmaction - INFO - Epoch [2][980/1281] lr: 9.395e-02, eta: 10:04:19, time: 1.493, data_time: 0.002, memory: 10307, loss_action_cls: 0.0734, recall@thr=0.5: 0.5977, prec@thr=0.5: 0.6996, recall@top3: 0.7291, prec@top3: 0.6023, recall@top5: 0.8883, prec@top5: 0.4494, loss: 0.0734, grad_norm: 0.1396 2020-12-08 11:48:15,019 - mmaction - INFO - Epoch [2][1000/1281] lr: 9.458e-02, eta: 10:03:36, time: 1.493, data_time: 0.112, memory: 10307, loss_action_cls: 0.0742, recall@thr=0.5: 0.5885, prec@thr=0.5: 0.6903, recall@top3: 0.7429, prec@top3: 0.6052, recall@top5: 0.8884, prec@top5: 0.4417, loss: 0.0742, grad_norm: 0.1460 2020-12-08 11:48:44,062 - mmaction - INFO - Epoch [2][1020/1281] lr: 9.522e-02, eta: 10:02:45, time: 1.453, data_time: 0.003, memory: 10307, loss_action_cls: 0.0737, recall@thr=0.5: 0.5875, prec@thr=0.5: 0.6939, recall@top3: 0.7356, prec@top3: 0.6022, recall@top5: 0.8898, prec@top5: 0.4469, loss: 0.0737, grad_norm: 0.1261 2020-12-08 11:49:11,703 - mmaction - INFO - Epoch [2][1040/1281] lr: 9.585e-02, eta: 10:01:40, time: 1.382, data_time: 0.002, memory: 10307, loss_action_cls: 0.0710, recall@thr=0.5: 0.5977, prec@thr=0.5: 0.6896, recall@top3: 0.7393, prec@top3: 0.6003, recall@top5: 0.8960, prec@top5: 0.4472, loss: 0.0710, grad_norm: 0.1443 2020-12-08 11:49:41,093 - mmaction - INFO - Epoch [2][1060/1281] lr: 9.648e-02, eta: 10:00:53, time: 1.470, data_time: 0.081, memory: 10307, loss_action_cls: 0.0725, recall@thr=0.5: 0.6015, prec@thr=0.5: 0.7006, recall@top3: 0.7430, prec@top3: 0.6063, recall@top5: 0.8926, prec@top5: 0.4467, loss: 0.0725, grad_norm: 0.1363 2020-12-08 11:50:12,875 - mmaction - INFO - Epoch [2][1080/1281] lr: 9.711e-02, eta: 10:00:30, time: 1.587, data_time: 0.002, memory: 10307, loss_action_cls: 0.0713, recall@thr=0.5: 0.5944, prec@thr=0.5: 0.7004, recall@top3: 0.7392, prec@top3: 0.6059, recall@top5: 0.8912, prec@top5: 0.4462, loss: 0.0713, grad_norm: 0.1417 2020-12-08 11:50:43,541 - mmaction - INFO - Epoch [2][1100/1281] lr: 9.775e-02, eta: 9:59:56, time: 1.534, data_time: 0.004, memory: 10307, loss_action_cls: 0.0744, recall@thr=0.5: 0.5959, prec@thr=0.5: 0.6979, recall@top3: 0.7406, prec@top3: 0.6125, recall@top5: 0.8877, prec@top5: 0.4508, loss: 0.0744, grad_norm: 0.1188 2020-12-08 11:51:11,826 - mmaction - INFO - Epoch [2][1120/1281] lr: 9.838e-02, eta: 9:58:59, time: 1.413, data_time: 0.003, memory: 10307, loss_action_cls: 0.0713, recall@thr=0.5: 0.6123, prec@thr=0.5: 0.7008, recall@top3: 0.7446, prec@top3: 0.6061, recall@top5: 0.8993, prec@top5: 0.4497, loss: 0.0713, grad_norm: 0.1593 2020-12-08 11:51:42,652 - mmaction - INFO - Epoch [2][1140/1281] lr: 9.901e-02, eta: 9:58:27, time: 1.544, data_time: 0.003, memory: 10307, loss_action_cls: 0.0754, recall@thr=0.5: 0.5900, prec@thr=0.5: 0.6907, recall@top3: 0.7344, prec@top3: 0.6041, recall@top5: 0.8879, prec@top5: 0.4486, loss: 0.0754, grad_norm: 0.1731 2020-12-08 11:52:11,518 - mmaction - INFO - Epoch [2][1160/1281] lr: 9.964e-02, eta: 9:57:36, time: 1.443, data_time: 0.001, memory: 10307, loss_action_cls: 0.0716, recall@thr=0.5: 0.6056, prec@thr=0.5: 0.7025, recall@top3: 0.7450, prec@top3: 0.6079, recall@top5: 0.8946, prec@top5: 0.4487, loss: 0.0716, grad_norm: 0.1347 2020-12-08 11:52:41,394 - mmaction - INFO - Epoch [2][1180/1281] lr: 1.003e-01, eta: 9:56:55, time: 1.493, data_time: 0.001, memory: 10307, loss_action_cls: 0.0708, recall@thr=0.5: 0.6053, prec@thr=0.5: 0.6997, recall@top3: 0.7477, prec@top3: 0.6070, recall@top5: 0.8948, prec@top5: 0.4457, loss: 0.0708, grad_norm: 0.1285 2020-12-08 11:53:12,311 - mmaction - INFO - Epoch [2][1200/1281] lr: 1.009e-01, eta: 9:56:24, time: 1.547, data_time: 0.002, memory: 10307, loss_action_cls: 0.0699, recall@thr=0.5: 0.5962, prec@thr=0.5: 0.6935, recall@top3: 0.7468, prec@top3: 0.5981, recall@top5: 0.8966, prec@top5: 0.4407, loss: 0.0699, grad_norm: 0.1186 2020-12-08 11:53:40,851 - mmaction - INFO - Epoch [2][1220/1281] lr: 1.015e-01, eta: 9:55:31, time: 1.426, data_time: 0.007, memory: 10307, loss_action_cls: 0.0700, recall@thr=0.5: 0.6122, prec@thr=0.5: 0.7082, recall@top3: 0.7479, prec@top3: 0.6140, recall@top5: 0.8965, prec@top5: 0.4512, loss: 0.0700, grad_norm: 0.1125 2020-12-08 11:54:09,372 - mmaction - INFO - Epoch [2][1240/1281] lr: 1.022e-01, eta: 9:54:38, time: 1.423, data_time: 0.078, memory: 10307, loss_action_cls: 0.0721, recall@thr=0.5: 0.6126, prec@thr=0.5: 0.7124, recall@top3: 0.7461, prec@top3: 0.6123, recall@top5: 0.8979, prec@top5: 0.4518, loss: 0.0721, grad_norm: 0.1257 2020-12-08 11:54:37,873 - mmaction - INFO - Epoch [2][1260/1281] lr: 1.028e-01, eta: 9:53:45, time: 1.425, data_time: 0.147, memory: 10307, loss_action_cls: 0.0712, recall@thr=0.5: 0.5948, prec@thr=0.5: 0.7010, recall@top3: 0.7408, prec@top3: 0.6059, recall@top5: 0.8936, prec@top5: 0.4478, loss: 0.0712, grad_norm: 0.1284 2020-12-08 11:55:06,988 - mmaction - INFO - Epoch [2][1280/1281] lr: 1.034e-01, eta: 9:52:59, time: 1.460, data_time: 0.308, memory: 10307, loss_action_cls: 0.0708, recall@thr=0.5: 0.6115, prec@thr=0.5: 0.7103, recall@top3: 0.7484, prec@top3: 0.6163, recall@top5: 0.8973, prec@top5: 0.4531, loss: 0.0708, grad_norm: 0.1131 2020-12-08 11:55:10,130 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-12-08 12:04:20,551 - mmaction - INFO - Evaluating proposal ... 2020-12-08 12:05:26,991 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 12:05:26,993 - mmaction - INFO - Evaluating bbox ... 2020-12-08 12:13:14,477 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2042 2020-12-08 12:13:15,717 - mmaction - INFO - Epoch(val) [2][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2042 2020-12-08 12:14:37,467 - mmaction - INFO - Epoch [3][20/1281] lr: 1.041e-01, eta: 9:59:46, time: 4.082, data_time: 2.872, memory: 10307, loss_action_cls: 0.0704, recall@thr=0.5: 0.6182, prec@thr=0.5: 0.7144, recall@top3: 0.7535, prec@top3: 0.6169, recall@top5: 0.9008, prec@top5: 0.4510, loss: 0.0704, grad_norm: 0.1253 2020-12-08 12:15:10,342 - mmaction - INFO - Epoch [3][40/1281] lr: 1.047e-01, eta: 9:59:30, time: 1.645, data_time: 0.006, memory: 10307, loss_action_cls: 0.0702, recall@thr=0.5: 0.6171, prec@thr=0.5: 0.7129, recall@top3: 0.7512, prec@top3: 0.6151, recall@top5: 0.8989, prec@top5: 0.4523, loss: 0.0702, grad_norm: 0.1240 2020-12-08 12:15:41,031 - mmaction - INFO - Epoch [3][60/1281] lr: 1.054e-01, eta: 9:58:53, time: 1.534, data_time: 0.002, memory: 10307, loss_action_cls: 0.0675, recall@thr=0.5: 0.6225, prec@thr=0.5: 0.7232, recall@top3: 0.7542, prec@top3: 0.6169, recall@top5: 0.9033, prec@top5: 0.4543, loss: 0.0675, grad_norm: 0.1153 2020-12-08 12:16:11,080 - mmaction - INFO - Epoch [3][80/1281] lr: 1.060e-01, eta: 9:58:11, time: 1.501, data_time: 0.001, memory: 10307, loss_action_cls: 0.0686, recall@thr=0.5: 0.6100, prec@thr=0.5: 0.7105, recall@top3: 0.7492, prec@top3: 0.6139, recall@top5: 0.8945, prec@top5: 0.4500, loss: 0.0686, grad_norm: 0.1426 2020-12-08 12:16:39,522 - mmaction - INFO - Epoch [3][100/1281] lr: 1.066e-01, eta: 9:57:16, time: 1.424, data_time: 0.003, memory: 10307, loss_action_cls: 0.0687, recall@thr=0.5: 0.6260, prec@thr=0.5: 0.7123, recall@top3: 0.7614, prec@top3: 0.6190, recall@top5: 0.9064, prec@top5: 0.4513, loss: 0.0687, grad_norm: 0.1123 2020-12-08 12:17:11,520 - mmaction - INFO - Epoch [3][120/1281] lr: 1.073e-01, eta: 9:56:51, time: 1.598, data_time: 0.001, memory: 10307, loss_action_cls: 0.0688, recall@thr=0.5: 0.6021, prec@thr=0.5: 0.7073, recall@top3: 0.7453, prec@top3: 0.6089, recall@top5: 0.8941, prec@top5: 0.4479, loss: 0.0688, grad_norm: 0.1206 2020-12-08 12:17:41,298 - mmaction - INFO - Epoch [3][140/1281] lr: 1.079e-01, eta: 9:56:08, time: 1.491, data_time: 0.003, memory: 10307, loss_action_cls: 0.0689, recall@thr=0.5: 0.6175, prec@thr=0.5: 0.7192, recall@top3: 0.7507, prec@top3: 0.6222, recall@top5: 0.8984, prec@top5: 0.4566, loss: 0.0689, grad_norm: 0.1231 2020-12-08 12:18:10,050 - mmaction - INFO - Epoch [3][160/1281] lr: 1.085e-01, eta: 9:55:16, time: 1.435, data_time: 0.001, memory: 10307, loss_action_cls: 0.0691, recall@thr=0.5: 0.6278, prec@thr=0.5: 0.7150, recall@top3: 0.7541, prec@top3: 0.6173, recall@top5: 0.9037, prec@top5: 0.4528, loss: 0.0691, grad_norm: 0.1236 2020-12-08 12:18:37,598 - mmaction - INFO - Epoch [3][180/1281] lr: 1.092e-01, eta: 9:54:15, time: 1.380, data_time: 0.051, memory: 10307, loss_action_cls: 0.0673, recall@thr=0.5: 0.6211, prec@thr=0.5: 0.7160, recall@top3: 0.7534, prec@top3: 0.6159, recall@top5: 0.9050, prec@top5: 0.4541, loss: 0.0673, grad_norm: 0.1166 2020-12-08 12:19:07,825 - mmaction - INFO - Epoch [3][200/1281] lr: 1.098e-01, eta: 9:53:36, time: 1.512, data_time: 0.047, memory: 10307, loss_action_cls: 0.0684, recall@thr=0.5: 0.6192, prec@thr=0.5: 0.7162, recall@top3: 0.7554, prec@top3: 0.6151, recall@top5: 0.9015, prec@top5: 0.4511, loss: 0.0684, grad_norm: 0.1246 2020-12-08 12:19:36,631 - mmaction - INFO - Epoch [3][220/1281] lr: 1.104e-01, eta: 9:52:45, time: 1.439, data_time: 0.001, memory: 10321, loss_action_cls: 0.0663, recall@thr=0.5: 0.6272, prec@thr=0.5: 0.7261, recall@top3: 0.7612, prec@top3: 0.6147, recall@top5: 0.9049, prec@top5: 0.4486, loss: 0.0663, grad_norm: 0.1278 2020-12-08 12:20:07,791 - mmaction - INFO - Epoch [3][240/1281] lr: 1.111e-01, eta: 9:52:14, time: 1.560, data_time: 0.003, memory: 10321, loss_action_cls: 0.0662, recall@thr=0.5: 0.6226, prec@thr=0.5: 0.7135, recall@top3: 0.7605, prec@top3: 0.6207, recall@top5: 0.9007, prec@top5: 0.4508, loss: 0.0662, grad_norm: 0.1216 2020-12-08 12:20:36,416 - mmaction - INFO - Epoch [3][260/1281] lr: 1.117e-01, eta: 9:51:22, time: 1.428, data_time: 0.001, memory: 10321, loss_action_cls: 0.0693, recall@thr=0.5: 0.6149, prec@thr=0.5: 0.7111, recall@top3: 0.7530, prec@top3: 0.6201, recall@top5: 0.9030, prec@top5: 0.4546, loss: 0.0693, grad_norm: 0.1364 2020-12-08 12:21:06,109 - mmaction - INFO - Epoch [3][280/1281] lr: 1.123e-01, eta: 9:50:40, time: 1.487, data_time: 0.004, memory: 10321, loss_action_cls: 0.0672, recall@thr=0.5: 0.6171, prec@thr=0.5: 0.7095, recall@top3: 0.7521, prec@top3: 0.6117, recall@top5: 0.8962, prec@top5: 0.4459, loss: 0.0672, grad_norm: 0.1260 2020-12-08 12:21:36,570 - mmaction - INFO - Epoch [3][300/1281] lr: 1.130e-01, eta: 9:50:04, time: 1.523, data_time: 0.001, memory: 10321, loss_action_cls: 0.0679, recall@thr=0.5: 0.6112, prec@thr=0.5: 0.7115, recall@top3: 0.7555, prec@top3: 0.6187, recall@top5: 0.8989, prec@top5: 0.4505, loss: 0.0679, grad_norm: 0.1267 2020-12-08 12:22:06,341 - mmaction - INFO - Epoch [3][320/1281] lr: 1.136e-01, eta: 9:49:22, time: 1.489, data_time: 0.010, memory: 10321, loss_action_cls: 0.0688, recall@thr=0.5: 0.6095, prec@thr=0.5: 0.7034, recall@top3: 0.7463, prec@top3: 0.6110, recall@top5: 0.8939, prec@top5: 0.4478, loss: 0.0688, grad_norm: 0.1313 2020-12-08 12:22:35,521 - mmaction - INFO - Epoch [3][340/1281] lr: 1.142e-01, eta: 9:48:35, time: 1.458, data_time: 0.002, memory: 10321, loss_action_cls: 0.0680, recall@thr=0.5: 0.6217, prec@thr=0.5: 0.7148, recall@top3: 0.7512, prec@top3: 0.6195, recall@top5: 0.8990, prec@top5: 0.4541, loss: 0.0680, grad_norm: 0.1218 2020-12-08 12:23:05,184 - mmaction - INFO - Epoch [3][360/1281] lr: 1.149e-01, eta: 9:47:53, time: 1.482, data_time: 0.003, memory: 10321, loss_action_cls: 0.0688, recall@thr=0.5: 0.6149, prec@thr=0.5: 0.7120, recall@top3: 0.7507, prec@top3: 0.6178, recall@top5: 0.8989, prec@top5: 0.4533, loss: 0.0688, grad_norm: 0.1268 2020-12-08 12:23:33,088 - mmaction - INFO - Epoch [3][380/1281] lr: 1.155e-01, eta: 9:46:57, time: 1.395, data_time: 0.004, memory: 10321, loss_action_cls: 0.0670, recall@thr=0.5: 0.6248, prec@thr=0.5: 0.7194, recall@top3: 0.7626, prec@top3: 0.6210, recall@top5: 0.9035, prec@top5: 0.4531, loss: 0.0670, grad_norm: 0.1218 2020-12-08 12:24:01,172 - mmaction - INFO - Epoch [3][400/1281] lr: 1.161e-01, eta: 9:46:04, time: 1.407, data_time: 0.004, memory: 10321, loss_action_cls: 0.0650, recall@thr=0.5: 0.6208, prec@thr=0.5: 0.7120, recall@top3: 0.7519, prec@top3: 0.6170, recall@top5: 0.9004, prec@top5: 0.4520, loss: 0.0650, grad_norm: 0.1403 2020-12-08 12:24:31,317 - mmaction - INFO - Epoch [3][420/1281] lr: 1.167e-01, eta: 9:45:26, time: 1.505, data_time: 0.001, memory: 10321, loss_action_cls: 0.0666, recall@thr=0.5: 0.6171, prec@thr=0.5: 0.7095, recall@top3: 0.7568, prec@top3: 0.6224, recall@top5: 0.8986, prec@top5: 0.4531, loss: 0.0666, grad_norm: 0.1320 2020-12-08 12:25:00,924 - mmaction - INFO - Epoch [3][440/1281] lr: 1.174e-01, eta: 9:44:44, time: 1.483, data_time: 0.004, memory: 10321, loss_action_cls: 0.0650, recall@thr=0.5: 0.6205, prec@thr=0.5: 0.7074, recall@top3: 0.7513, prec@top3: 0.6151, recall@top5: 0.8970, prec@top5: 0.4500, loss: 0.0650, grad_norm: 0.1345 2020-12-08 12:25:30,567 - mmaction - INFO - Epoch [3][460/1281] lr: 1.180e-01, eta: 9:44:03, time: 1.481, data_time: 0.001, memory: 10321, loss_action_cls: 0.0707, recall@thr=0.5: 0.6051, prec@thr=0.5: 0.7099, recall@top3: 0.7513, prec@top3: 0.6162, recall@top5: 0.8985, prec@top5: 0.4508, loss: 0.0707, grad_norm: 0.1322 2020-12-08 12:25:59,960 - mmaction - INFO - Epoch [3][480/1281] lr: 1.186e-01, eta: 9:43:20, time: 1.470, data_time: 0.003, memory: 10321, loss_action_cls: 0.0663, recall@thr=0.5: 0.6365, prec@thr=0.5: 0.7241, recall@top3: 0.7604, prec@top3: 0.6291, recall@top5: 0.9046, prec@top5: 0.4594, loss: 0.0663, grad_norm: 0.1166 2020-12-08 12:26:28,680 - mmaction - INFO - Epoch [3][500/1281] lr: 1.193e-01, eta: 9:42:32, time: 1.436, data_time: 0.002, memory: 10321, loss_action_cls: 0.0658, recall@thr=0.5: 0.6282, prec@thr=0.5: 0.7204, recall@top3: 0.7626, prec@top3: 0.6242, recall@top5: 0.9056, prec@top5: 0.4539, loss: 0.0658, grad_norm: 0.1142 2020-12-08 12:26:56,867 - mmaction - INFO - Epoch [3][520/1281] lr: 1.199e-01, eta: 9:41:41, time: 1.410, data_time: 0.003, memory: 10321, loss_action_cls: 0.0663, recall@thr=0.5: 0.6351, prec@thr=0.5: 0.7258, recall@top3: 0.7676, prec@top3: 0.6286, recall@top5: 0.9080, prec@top5: 0.4554, loss: 0.0663, grad_norm: 0.1149 2020-12-08 12:27:27,621 - mmaction - INFO - Epoch [3][540/1281] lr: 1.205e-01, eta: 9:41:08, time: 1.537, data_time: 0.001, memory: 10321, loss_action_cls: 0.0643, recall@thr=0.5: 0.6180, prec@thr=0.5: 0.7230, recall@top3: 0.7600, prec@top3: 0.6150, recall@top5: 0.9060, prec@top5: 0.4506, loss: 0.0643, grad_norm: 0.1228 2020-12-08 12:27:58,631 - mmaction - INFO - Epoch [3][560/1281] lr: 1.212e-01, eta: 9:40:37, time: 1.551, data_time: 0.033, memory: 10321, loss_action_cls: 0.0662, recall@thr=0.5: 0.6171, prec@thr=0.5: 0.7161, recall@top3: 0.7560, prec@top3: 0.6120, recall@top5: 0.9012, prec@top5: 0.4473, loss: 0.0662, grad_norm: 0.1341 2020-12-08 12:28:28,444 - mmaction - INFO - Epoch [3][580/1281] lr: 1.218e-01, eta: 9:39:58, time: 1.488, data_time: 0.002, memory: 10321, loss_action_cls: 0.0650, recall@thr=0.5: 0.6165, prec@thr=0.5: 0.7092, recall@top3: 0.7476, prec@top3: 0.6138, recall@top5: 0.8959, prec@top5: 0.4507, loss: 0.0650, grad_norm: 0.1301 2020-12-08 12:28:59,662 - mmaction - INFO - Epoch [3][600/1281] lr: 1.224e-01, eta: 9:39:29, time: 1.563, data_time: 0.004, memory: 10321, loss_action_cls: 0.0681, recall@thr=0.5: 0.6131, prec@thr=0.5: 0.7081, recall@top3: 0.7524, prec@top3: 0.6100, recall@top5: 0.8939, prec@top5: 0.4450, loss: 0.0681, grad_norm: 0.1436 2020-12-08 12:29:27,221 - mmaction - INFO - Epoch [3][620/1281] lr: 1.231e-01, eta: 9:38:34, time: 1.377, data_time: 0.002, memory: 10321, loss_action_cls: 0.0653, recall@thr=0.5: 0.6161, prec@thr=0.5: 0.7083, recall@top3: 0.7516, prec@top3: 0.6184, recall@top5: 0.8976, prec@top5: 0.4532, loss: 0.0653, grad_norm: 0.1361 2020-12-08 12:29:55,675 - mmaction - INFO - Epoch [3][640/1281] lr: 1.237e-01, eta: 9:37:46, time: 1.424, data_time: 0.003, memory: 10321, loss_action_cls: 0.0633, recall@thr=0.5: 0.6252, prec@thr=0.5: 0.7181, recall@top3: 0.7632, prec@top3: 0.6258, recall@top5: 0.9070, prec@top5: 0.4556, loss: 0.0633, grad_norm: 0.1085 2020-12-08 12:30:25,271 - mmaction - INFO - Epoch [3][660/1281] lr: 1.243e-01, eta: 9:37:05, time: 1.478, data_time: 0.002, memory: 10321, loss_action_cls: 0.0653, recall@thr=0.5: 0.6180, prec@thr=0.5: 0.7108, recall@top3: 0.7584, prec@top3: 0.6183, recall@top5: 0.9026, prec@top5: 0.4512, loss: 0.0653, grad_norm: 0.1138 2020-12-08 12:30:52,939 - mmaction - INFO - Epoch [3][680/1281] lr: 1.250e-01, eta: 9:36:12, time: 1.384, data_time: 0.003, memory: 10321, loss_action_cls: 0.0637, recall@thr=0.5: 0.6233, prec@thr=0.5: 0.7123, recall@top3: 0.7570, prec@top3: 0.6172, recall@top5: 0.9049, prec@top5: 0.4536, loss: 0.0637, grad_norm: 0.1545 2020-12-08 12:31:24,650 - mmaction - INFO - Epoch [3][700/1281] lr: 1.256e-01, eta: 9:35:47, time: 1.585, data_time: 0.003, memory: 10321, loss_action_cls: 0.0650, recall@thr=0.5: 0.6176, prec@thr=0.5: 0.7156, recall@top3: 0.7564, prec@top3: 0.6159, recall@top5: 0.8989, prec@top5: 0.4493, loss: 0.0650, grad_norm: 0.1326 2020-12-08 12:31:52,878 - mmaction - INFO - Epoch [3][720/1281] lr: 1.262e-01, eta: 9:34:57, time: 1.410, data_time: 0.004, memory: 10321, loss_action_cls: 0.0670, recall@thr=0.5: 0.6183, prec@thr=0.5: 0.7070, recall@top3: 0.7474, prec@top3: 0.6194, recall@top5: 0.8974, prec@top5: 0.4553, loss: 0.0670, grad_norm: 0.1407 2020-12-08 12:32:22,637 - mmaction - INFO - Epoch [3][740/1281] lr: 1.269e-01, eta: 9:34:19, time: 1.491, data_time: 0.005, memory: 10321, loss_action_cls: 0.0643, recall@thr=0.5: 0.6231, prec@thr=0.5: 0.7158, recall@top3: 0.7489, prec@top3: 0.6197, recall@top5: 0.8982, prec@top5: 0.4549, loss: 0.0643, grad_norm: 0.1234 2020-12-08 12:32:51,723 - mmaction - INFO - Epoch [3][760/1281] lr: 1.275e-01, eta: 9:33:36, time: 1.454, data_time: 0.002, memory: 10321, loss_action_cls: 0.0662, recall@thr=0.5: 0.6238, prec@thr=0.5: 0.7161, recall@top3: 0.7573, prec@top3: 0.6189, recall@top5: 0.9024, prec@top5: 0.4515, loss: 0.0662, grad_norm: 0.1210 2020-12-08 12:33:20,694 - mmaction - INFO - Epoch [3][780/1281] lr: 1.281e-01, eta: 9:32:52, time: 1.446, data_time: 0.002, memory: 10321, loss_action_cls: 0.0637, recall@thr=0.5: 0.6215, prec@thr=0.5: 0.7130, recall@top3: 0.7555, prec@top3: 0.6087, recall@top5: 0.9023, prec@top5: 0.4456, loss: 0.0637, grad_norm: 0.1202 2020-12-08 12:33:52,358 - mmaction - INFO - Epoch [3][800/1281] lr: 1.288e-01, eta: 9:32:27, time: 1.584, data_time: 0.004, memory: 10321, loss_action_cls: 0.0646, recall@thr=0.5: 0.6135, prec@thr=0.5: 0.7173, recall@top3: 0.7562, prec@top3: 0.6094, recall@top5: 0.8983, prec@top5: 0.4455, loss: 0.0646, grad_norm: 0.1092 2020-12-08 12:34:21,996 - mmaction - INFO - Epoch [3][820/1281] lr: 1.294e-01, eta: 9:31:48, time: 1.481, data_time: 0.003, memory: 10321, loss_action_cls: 0.0665, recall@thr=0.5: 0.6210, prec@thr=0.5: 0.7118, recall@top3: 0.7568, prec@top3: 0.6194, recall@top5: 0.9017, prec@top5: 0.4537, loss: 0.0665, grad_norm: 0.1113 2020-12-08 12:34:53,306 - mmaction - INFO - Epoch [3][840/1281] lr: 1.300e-01, eta: 9:31:20, time: 1.564, data_time: 0.005, memory: 10321, loss_action_cls: 0.0650, recall@thr=0.5: 0.6172, prec@thr=0.5: 0.7112, recall@top3: 0.7496, prec@top3: 0.6116, recall@top5: 0.8988, prec@top5: 0.4499, loss: 0.0650, grad_norm: 0.1395 2020-12-08 12:35:21,250 - mmaction - INFO - Epoch [3][860/1281] lr: 1.307e-01, eta: 9:30:31, time: 1.402, data_time: 0.006, memory: 10321, loss_action_cls: 0.0645, recall@thr=0.5: 0.6223, prec@thr=0.5: 0.7163, recall@top3: 0.7607, prec@top3: 0.6170, recall@top5: 0.9013, prec@top5: 0.4489, loss: 0.0645, grad_norm: 0.1132 2020-12-08 12:35:52,851 - mmaction - INFO - Epoch [3][880/1281] lr: 1.313e-01, eta: 9:30:05, time: 1.580, data_time: 0.011, memory: 10321, loss_action_cls: 0.0650, recall@thr=0.5: 0.6243, prec@thr=0.5: 0.7194, recall@top3: 0.7583, prec@top3: 0.6220, recall@top5: 0.9016, prec@top5: 0.4540, loss: 0.0650, grad_norm: 0.1198 2020-12-08 12:36:20,922 - mmaction - INFO - Epoch [3][900/1281] lr: 1.319e-01, eta: 9:29:16, time: 1.403, data_time: 0.061, memory: 10321, loss_action_cls: 0.0627, recall@thr=0.5: 0.6307, prec@thr=0.5: 0.7313, recall@top3: 0.7624, prec@top3: 0.6224, recall@top5: 0.9009, prec@top5: 0.4518, loss: 0.0627, grad_norm: 0.1154 2020-12-08 12:36:52,068 - mmaction - INFO - Epoch [3][920/1281] lr: 1.326e-01, eta: 9:28:47, time: 1.558, data_time: 0.070, memory: 10321, loss_action_cls: 0.0637, recall@thr=0.5: 0.6277, prec@thr=0.5: 0.7158, recall@top3: 0.7560, prec@top3: 0.6202, recall@top5: 0.9011, prec@top5: 0.4536, loss: 0.0637, grad_norm: 0.1249 2020-12-08 12:37:21,320 - mmaction - INFO - Epoch [3][940/1281] lr: 1.332e-01, eta: 9:28:06, time: 1.460, data_time: 0.002, memory: 10321, loss_action_cls: 0.0639, recall@thr=0.5: 0.6171, prec@thr=0.5: 0.7146, recall@top3: 0.7531, prec@top3: 0.6113, recall@top5: 0.8995, prec@top5: 0.4478, loss: 0.0639, grad_norm: 0.1219 2020-12-08 12:37:51,026 - mmaction - INFO - Epoch [3][960/1281] lr: 1.338e-01, eta: 9:27:28, time: 1.485, data_time: 0.004, memory: 10321, loss_action_cls: 0.0642, recall@thr=0.5: 0.6337, prec@thr=0.5: 0.7359, recall@top3: 0.7650, prec@top3: 0.6311, recall@top5: 0.9056, prec@top5: 0.4584, loss: 0.0642, grad_norm: 0.1182 2020-12-08 12:38:22,090 - mmaction - INFO - Epoch [3][980/1281] lr: 1.345e-01, eta: 9:26:59, time: 1.556, data_time: 0.006, memory: 10321, loss_action_cls: 0.0646, recall@thr=0.5: 0.6203, prec@thr=0.5: 0.7101, recall@top3: 0.7525, prec@top3: 0.6192, recall@top5: 0.8987, prec@top5: 0.4524, loss: 0.0646, grad_norm: 0.1404 2020-12-08 12:38:51,432 - mmaction - INFO - Epoch [3][1000/1281] lr: 1.351e-01, eta: 9:26:19, time: 1.467, data_time: 0.002, memory: 10321, loss_action_cls: 0.0609, recall@thr=0.5: 0.6313, prec@thr=0.5: 0.7180, recall@top3: 0.7654, prec@top3: 0.6198, recall@top5: 0.9059, prec@top5: 0.4499, loss: 0.0609, grad_norm: 0.1352 2020-12-08 12:39:18,684 - mmaction - INFO - Epoch [3][1020/1281] lr: 1.357e-01, eta: 9:25:27, time: 1.361, data_time: 0.001, memory: 10321, loss_action_cls: 0.0615, recall@thr=0.5: 0.6348, prec@thr=0.5: 0.7201, recall@top3: 0.7647, prec@top3: 0.6262, recall@top5: 0.9052, prec@top5: 0.4553, loss: 0.0615, grad_norm: 0.1210 2020-12-08 12:39:48,919 - mmaction - INFO - Epoch [3][1040/1281] lr: 1.363e-01, eta: 9:24:53, time: 1.514, data_time: 0.003, memory: 10321, loss_action_cls: 0.0639, recall@thr=0.5: 0.6314, prec@thr=0.5: 0.7303, recall@top3: 0.7605, prec@top3: 0.6244, recall@top5: 0.9044, prec@top5: 0.4555, loss: 0.0639, grad_norm: 0.1184 2020-12-08 12:40:19,174 - mmaction - INFO - Epoch [3][1060/1281] lr: 1.370e-01, eta: 9:24:18, time: 1.510, data_time: 0.001, memory: 10321, loss_action_cls: 0.0624, recall@thr=0.5: 0.6334, prec@thr=0.5: 0.7208, recall@top3: 0.7616, prec@top3: 0.6179, recall@top5: 0.9062, prec@top5: 0.4517, loss: 0.0624, grad_norm: 0.1122 2020-12-08 12:40:47,782 - mmaction - INFO - Epoch [3][1080/1281] lr: 1.376e-01, eta: 9:23:34, time: 1.431, data_time: 0.052, memory: 10321, loss_action_cls: 0.0630, recall@thr=0.5: 0.6394, prec@thr=0.5: 0.7327, recall@top3: 0.7645, prec@top3: 0.6298, recall@top5: 0.9082, prec@top5: 0.4592, loss: 0.0630, grad_norm: 0.1093 2020-12-08 12:41:17,616 - mmaction - INFO - Epoch [3][1100/1281] lr: 1.382e-01, eta: 9:22:58, time: 1.494, data_time: 0.003, memory: 10321, loss_action_cls: 0.0631, recall@thr=0.5: 0.6329, prec@thr=0.5: 0.7226, recall@top3: 0.7652, prec@top3: 0.6263, recall@top5: 0.9073, prec@top5: 0.4554, loss: 0.0631, grad_norm: 0.1200 2020-12-08 12:41:46,318 - mmaction - INFO - Epoch [3][1120/1281] lr: 1.389e-01, eta: 9:22:15, time: 1.435, data_time: 0.001, memory: 10321, loss_action_cls: 0.0636, recall@thr=0.5: 0.6351, prec@thr=0.5: 0.7261, recall@top3: 0.7602, prec@top3: 0.6216, recall@top5: 0.9063, prec@top5: 0.4550, loss: 0.0636, grad_norm: 0.1242 2020-12-08 12:42:15,474 - mmaction - INFO - Epoch [3][1140/1281] lr: 1.395e-01, eta: 9:21:35, time: 1.458, data_time: 0.002, memory: 10321, loss_action_cls: 0.0640, recall@thr=0.5: 0.6169, prec@thr=0.5: 0.7120, recall@top3: 0.7522, prec@top3: 0.6121, recall@top5: 0.9012, prec@top5: 0.4503, loss: 0.0640, grad_norm: 0.1310 2020-12-08 12:42:45,801 - mmaction - INFO - Epoch [3][1160/1281] lr: 1.401e-01, eta: 9:21:02, time: 1.517, data_time: 0.002, memory: 10321, loss_action_cls: 0.0608, recall@thr=0.5: 0.6343, prec@thr=0.5: 0.7202, recall@top3: 0.7625, prec@top3: 0.6268, recall@top5: 0.9073, prec@top5: 0.4565, loss: 0.0608, grad_norm: 0.1194 2020-12-08 12:43:15,949 - mmaction - INFO - Epoch [3][1180/1281] lr: 1.408e-01, eta: 9:20:27, time: 1.507, data_time: 0.001, memory: 10321, loss_action_cls: 0.0608, recall@thr=0.5: 0.6265, prec@thr=0.5: 0.7214, recall@top3: 0.7592, prec@top3: 0.6252, recall@top5: 0.9059, prec@top5: 0.4560, loss: 0.0608, grad_norm: 0.1142 2020-12-08 12:43:44,860 - mmaction - INFO - Epoch [3][1200/1281] lr: 1.414e-01, eta: 9:19:46, time: 1.443, data_time: 0.002, memory: 10321, loss_action_cls: 0.0625, recall@thr=0.5: 0.6238, prec@thr=0.5: 0.7187, recall@top3: 0.7570, prec@top3: 0.6136, recall@top5: 0.8963, prec@top5: 0.4459, loss: 0.0625, grad_norm: 0.1054 2020-12-08 12:44:14,168 - mmaction - INFO - Epoch [3][1220/1281] lr: 1.420e-01, eta: 9:19:07, time: 1.468, data_time: 0.004, memory: 10321, loss_action_cls: 0.0633, recall@thr=0.5: 0.6296, prec@thr=0.5: 0.7234, recall@top3: 0.7617, prec@top3: 0.6193, recall@top5: 0.9037, prec@top5: 0.4508, loss: 0.0633, grad_norm: 0.1100 2020-12-08 12:44:43,064 - mmaction - INFO - Epoch [3][1240/1281] lr: 1.427e-01, eta: 9:18:26, time: 1.445, data_time: 0.002, memory: 10321, loss_action_cls: 0.0624, recall@thr=0.5: 0.6210, prec@thr=0.5: 0.7177, recall@top3: 0.7559, prec@top3: 0.6192, recall@top5: 0.9015, prec@top5: 0.4527, loss: 0.0624, grad_norm: 0.1238 2020-12-08 12:45:13,637 - mmaction - INFO - Epoch [3][1260/1281] lr: 1.433e-01, eta: 9:17:54, time: 1.526, data_time: 0.001, memory: 10321, loss_action_cls: 0.0633, recall@thr=0.5: 0.6248, prec@thr=0.5: 0.7231, recall@top3: 0.7626, prec@top3: 0.6181, recall@top5: 0.9019, prec@top5: 0.4489, loss: 0.0633, grad_norm: 0.1214 2020-12-08 12:45:41,331 - mmaction - INFO - Epoch [3][1280/1281] lr: 1.439e-01, eta: 9:17:07, time: 1.387, data_time: 0.003, memory: 10321, loss_action_cls: 0.0612, recall@thr=0.5: 0.6231, prec@thr=0.5: 0.7152, recall@top3: 0.7594, prec@top3: 0.6146, recall@top5: 0.9022, prec@top5: 0.4474, loss: 0.0612, grad_norm: 0.1139 2020-12-08 12:45:44,618 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-12-08 12:55:04,308 - mmaction - INFO - Evaluating proposal ... 2020-12-08 12:56:10,177 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 12:56:10,178 - mmaction - INFO - Evaluating bbox ... 2020-12-08 13:03:54,448 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2213 2020-12-08 13:03:55,560 - mmaction - INFO - Epoch(val) [3][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2213 2020-12-08 13:05:14,523 - mmaction - INFO - Epoch [4][20/1281] lr: 1.446e-01, eta: 9:20:57, time: 3.947, data_time: 2.661, memory: 10321, loss_action_cls: 0.0604, recall@thr=0.5: 0.6420, prec@thr=0.5: 0.7287, recall@top3: 0.7630, prec@top3: 0.6283, recall@top5: 0.9037, prec@top5: 0.4561, loss: 0.0604, grad_norm: 0.1274 2020-12-08 13:05:44,347 - mmaction - INFO - Epoch [4][40/1281] lr: 1.452e-01, eta: 9:20:20, time: 1.490, data_time: 0.002, memory: 10321, loss_action_cls: 0.0601, recall@thr=0.5: 0.6350, prec@thr=0.5: 0.7315, recall@top3: 0.7625, prec@top3: 0.6230, recall@top5: 0.9051, prec@top5: 0.4534, loss: 0.0601, grad_norm: 0.1211 2020-12-08 13:06:17,592 - mmaction - INFO - Epoch [4][60/1281] lr: 1.459e-01, eta: 9:20:02, time: 1.663, data_time: 0.166, memory: 10321, loss_action_cls: 0.0621, recall@thr=0.5: 0.6440, prec@thr=0.5: 0.7264, recall@top3: 0.7699, prec@top3: 0.6265, recall@top5: 0.9076, prec@top5: 0.4537, loss: 0.0621, grad_norm: 0.1274 2020-12-08 13:06:45,331 - mmaction - INFO - Epoch [4][80/1281] lr: 1.465e-01, eta: 9:19:14, time: 1.387, data_time: 0.218, memory: 10321, loss_action_cls: 0.0582, recall@thr=0.5: 0.6411, prec@thr=0.5: 0.7369, recall@top3: 0.7699, prec@top3: 0.6272, recall@top5: 0.9101, prec@top5: 0.4558, loss: 0.0582, grad_norm: 0.1105 2020-12-08 13:07:15,043 - mmaction - INFO - Epoch [4][100/1281] lr: 1.471e-01, eta: 9:18:36, time: 1.483, data_time: 0.108, memory: 10321, loss_action_cls: 0.0599, recall@thr=0.5: 0.6464, prec@thr=0.5: 0.7392, recall@top3: 0.7656, prec@top3: 0.6269, recall@top5: 0.9074, prec@top5: 0.4564, loss: 0.0599, grad_norm: 0.1168 2020-12-08 13:07:49,144 - mmaction - INFO - Epoch [4][120/1281] lr: 1.478e-01, eta: 9:18:22, time: 1.706, data_time: 0.004, memory: 10321, loss_action_cls: 0.0600, recall@thr=0.5: 0.6437, prec@thr=0.5: 0.7366, recall@top3: 0.7715, prec@top3: 0.6305, recall@top5: 0.9101, prec@top5: 0.4559, loss: 0.0600, grad_norm: 0.1176 2020-12-08 13:08:16,942 - mmaction - INFO - Epoch [4][140/1281] lr: 1.484e-01, eta: 9:17:34, time: 1.392, data_time: 0.003, memory: 10321, loss_action_cls: 0.0609, recall@thr=0.5: 0.6325, prec@thr=0.5: 0.7216, recall@top3: 0.7624, prec@top3: 0.6229, recall@top5: 0.9082, prec@top5: 0.4568, loss: 0.0609, grad_norm: 0.1605 2020-12-08 13:08:45,175 - mmaction - INFO - Epoch [4][160/1281] lr: 1.490e-01, eta: 9:16:49, time: 1.411, data_time: 0.001, memory: 10321, loss_action_cls: 0.0592, recall@thr=0.5: 0.6503, prec@thr=0.5: 0.7373, recall@top3: 0.7721, prec@top3: 0.6276, recall@top5: 0.9096, prec@top5: 0.4553, loss: 0.0592, grad_norm: 0.1160 2020-12-08 13:09:14,096 - mmaction - INFO - Epoch [4][180/1281] lr: 1.497e-01, eta: 9:16:07, time: 1.446, data_time: 0.002, memory: 10321, loss_action_cls: 0.0615, recall@thr=0.5: 0.6322, prec@thr=0.5: 0.7232, recall@top3: 0.7656, prec@top3: 0.6233, recall@top5: 0.8994, prec@top5: 0.4494, loss: 0.0615, grad_norm: 0.1193 2020-12-08 13:09:46,501 - mmaction - INFO - Epoch [4][200/1281] lr: 1.503e-01, eta: 9:15:44, time: 1.618, data_time: 0.085, memory: 10321, loss_action_cls: 0.0584, recall@thr=0.5: 0.6368, prec@thr=0.5: 0.7293, recall@top3: 0.7675, prec@top3: 0.6351, recall@top5: 0.9075, prec@top5: 0.4602, loss: 0.0584, grad_norm: 0.1279 2020-12-08 13:10:14,260 - mmaction - INFO - Epoch [4][220/1281] lr: 1.509e-01, eta: 9:14:57, time: 1.389, data_time: 0.004, memory: 10321, loss_action_cls: 0.0596, recall@thr=0.5: 0.6436, prec@thr=0.5: 0.7325, recall@top3: 0.7681, prec@top3: 0.6227, recall@top5: 0.9074, prec@top5: 0.4514, loss: 0.0596, grad_norm: 0.1096 2020-12-08 13:10:43,241 - mmaction - INFO - Epoch [4][240/1281] lr: 1.516e-01, eta: 9:14:16, time: 1.450, data_time: 0.049, memory: 10321, loss_action_cls: 0.0590, recall@thr=0.5: 0.6348, prec@thr=0.5: 0.7274, recall@top3: 0.7658, prec@top3: 0.6156, recall@top5: 0.9021, prec@top5: 0.4457, loss: 0.0590, grad_norm: 0.1076 2020-12-08 13:11:13,352 - mmaction - INFO - Epoch [4][260/1281] lr: 1.522e-01, eta: 9:13:41, time: 1.506, data_time: 0.002, memory: 10321, loss_action_cls: 0.0614, recall@thr=0.5: 0.6368, prec@thr=0.5: 0.7333, recall@top3: 0.7700, prec@top3: 0.6300, recall@top5: 0.9092, prec@top5: 0.4578, loss: 0.0614, grad_norm: 0.1157 2020-12-08 13:11:41,693 - mmaction - INFO - Epoch [4][280/1281] lr: 1.528e-01, eta: 9:12:57, time: 1.416, data_time: 0.151, memory: 10321, loss_action_cls: 0.0597, recall@thr=0.5: 0.6450, prec@thr=0.5: 0.7367, recall@top3: 0.7713, prec@top3: 0.6241, recall@top5: 0.9068, prec@top5: 0.4515, loss: 0.0597, grad_norm: 0.1198 2020-12-08 13:12:13,233 - mmaction - INFO - Epoch [4][300/1281] lr: 1.535e-01, eta: 9:12:29, time: 1.577, data_time: 0.142, memory: 10321, loss_action_cls: 0.0590, recall@thr=0.5: 0.6489, prec@thr=0.5: 0.7404, recall@top3: 0.7750, prec@top3: 0.6340, recall@top5: 0.9083, prec@top5: 0.4557, loss: 0.0590, grad_norm: 0.1229 2020-12-08 13:12:40,948 - mmaction - INFO - Epoch [4][320/1281] lr: 1.541e-01, eta: 9:11:42, time: 1.385, data_time: 0.217, memory: 10321, loss_action_cls: 0.0584, recall@thr=0.5: 0.6436, prec@thr=0.5: 0.7328, recall@top3: 0.7732, prec@top3: 0.6293, recall@top5: 0.9117, prec@top5: 0.4554, loss: 0.0584, grad_norm: 0.1064 2020-12-08 13:13:12,219 - mmaction - INFO - Epoch [4][340/1281] lr: 1.547e-01, eta: 9:11:14, time: 1.566, data_time: 0.358, memory: 10321, loss_action_cls: 0.0591, recall@thr=0.5: 0.6305, prec@thr=0.5: 0.7191, recall@top3: 0.7673, prec@top3: 0.6168, recall@top5: 0.9076, prec@top5: 0.4470, loss: 0.0591, grad_norm: 0.1272 2020-12-08 13:13:39,780 - mmaction - INFO - Epoch [4][360/1281] lr: 1.554e-01, eta: 9:10:26, time: 1.378, data_time: 0.216, memory: 10321, loss_action_cls: 0.0602, recall@thr=0.5: 0.6368, prec@thr=0.5: 0.7262, recall@top3: 0.7645, prec@top3: 0.6299, recall@top5: 0.9067, prec@top5: 0.4579, loss: 0.0602, grad_norm: 0.1281 2020-12-08 13:14:09,560 - mmaction - INFO - Epoch [4][380/1281] lr: 1.560e-01, eta: 9:09:50, time: 1.489, data_time: 0.153, memory: 10321, loss_action_cls: 0.0590, recall@thr=0.5: 0.6356, prec@thr=0.5: 0.7308, recall@top3: 0.7644, prec@top3: 0.6301, recall@top5: 0.9068, prec@top5: 0.4585, loss: 0.0590, grad_norm: 0.1072 2020-12-08 13:14:39,523 - mmaction - INFO - Epoch [4][400/1281] lr: 1.566e-01, eta: 9:09:14, time: 1.498, data_time: 0.001, memory: 10321, loss_action_cls: 0.0582, recall@thr=0.5: 0.6505, prec@thr=0.5: 0.7319, recall@top3: 0.7716, prec@top3: 0.6300, recall@top5: 0.9087, prec@top5: 0.4555, loss: 0.0582, grad_norm: 0.1112 2020-12-08 13:15:09,307 - mmaction - INFO - Epoch [4][420/1281] lr: 1.572e-01, eta: 9:08:38, time: 1.489, data_time: 0.069, memory: 10321, loss_action_cls: 0.0584, recall@thr=0.5: 0.6491, prec@thr=0.5: 0.7377, recall@top3: 0.7747, prec@top3: 0.6370, recall@top5: 0.9133, prec@top5: 0.4607, loss: 0.0584, grad_norm: 0.1131 2020-12-08 13:15:37,861 - mmaction - INFO - Epoch [4][440/1281] lr: 1.579e-01, eta: 9:07:56, time: 1.428, data_time: 0.001, memory: 10321, loss_action_cls: 0.0586, recall@thr=0.5: 0.6488, prec@thr=0.5: 0.7329, recall@top3: 0.7747, prec@top3: 0.6315, recall@top5: 0.9094, prec@top5: 0.4542, loss: 0.0586, grad_norm: 0.1080 2020-12-08 13:16:07,539 - mmaction - INFO - Epoch [4][460/1281] lr: 1.585e-01, eta: 9:07:20, time: 1.483, data_time: 0.002, memory: 10321, loss_action_cls: 0.0582, recall@thr=0.5: 0.6493, prec@thr=0.5: 0.7344, recall@top3: 0.7745, prec@top3: 0.6350, recall@top5: 0.9112, prec@top5: 0.4579, loss: 0.0582, grad_norm: 0.1088 2020-12-08 13:16:34,541 - mmaction - INFO - Epoch [4][480/1281] lr: 1.591e-01, eta: 9:06:30, time: 1.351, data_time: 0.002, memory: 10321, loss_action_cls: 0.0585, recall@thr=0.5: 0.6353, prec@thr=0.5: 0.7278, recall@top3: 0.7695, prec@top3: 0.6297, recall@top5: 0.9119, prec@top5: 0.4579, loss: 0.0585, grad_norm: 0.1335 2020-12-08 13:17:03,696 - mmaction - INFO - Epoch [4][500/1281] lr: 1.598e-01, eta: 9:05:51, time: 1.456, data_time: 0.050, memory: 10321, loss_action_cls: 0.0591, recall@thr=0.5: 0.6412, prec@thr=0.5: 0.7318, recall@top3: 0.7589, prec@top3: 0.6315, recall@top5: 0.9062, prec@top5: 0.4623, loss: 0.0591, grad_norm: 0.1217 2020-12-08 13:17:33,418 - mmaction - INFO - Epoch [4][520/1281] lr: 1.604e-01, eta: 9:05:15, time: 1.486, data_time: 0.033, memory: 10321, loss_action_cls: 0.0577, recall@thr=0.5: 0.6512, prec@thr=0.5: 0.7396, recall@top3: 0.7741, prec@top3: 0.6315, recall@top5: 0.9117, prec@top5: 0.4560, loss: 0.0577, grad_norm: 0.1192 2020-12-08 13:18:03,231 - mmaction - INFO - Epoch [4][540/1281] lr: 1.610e-01, eta: 9:04:40, time: 1.493, data_time: 0.142, memory: 10321, loss_action_cls: 0.0567, recall@thr=0.5: 0.6604, prec@thr=0.5: 0.7465, recall@top3: 0.7778, prec@top3: 0.6367, recall@top5: 0.9143, prec@top5: 0.4593, loss: 0.0567, grad_norm: 0.1139 2020-12-08 13:18:30,345 - mmaction - INFO - Epoch [4][560/1281] lr: 1.617e-01, eta: 9:03:51, time: 1.355, data_time: 0.001, memory: 10321, loss_action_cls: 0.0560, recall@thr=0.5: 0.6584, prec@thr=0.5: 0.7424, recall@top3: 0.7750, prec@top3: 0.6344, recall@top5: 0.9153, prec@top5: 0.4597, loss: 0.0560, grad_norm: 0.1084 2020-12-08 13:18:58,902 - mmaction - INFO - Epoch [4][580/1281] lr: 1.623e-01, eta: 9:03:10, time: 1.429, data_time: 0.045, memory: 10321, loss_action_cls: 0.0576, recall@thr=0.5: 0.6427, prec@thr=0.5: 0.7293, recall@top3: 0.7699, prec@top3: 0.6262, recall@top5: 0.9089, prec@top5: 0.4545, loss: 0.0576, grad_norm: 0.1172 2020-12-08 13:19:30,937 - mmaction - INFO - Epoch [4][600/1281] lr: 1.629e-01, eta: 9:02:46, time: 1.601, data_time: 0.001, memory: 10321, loss_action_cls: 0.0596, recall@thr=0.5: 0.6416, prec@thr=0.5: 0.7277, recall@top3: 0.7648, prec@top3: 0.6202, recall@top5: 0.9072, prec@top5: 0.4503, loss: 0.0596, grad_norm: 0.1220 2020-12-08 13:20:01,002 - mmaction - INFO - Epoch [4][620/1281] lr: 1.636e-01, eta: 9:02:11, time: 1.502, data_time: 0.001, memory: 10321, loss_action_cls: 0.0587, recall@thr=0.5: 0.6561, prec@thr=0.5: 0.7368, recall@top3: 0.7743, prec@top3: 0.6358, recall@top5: 0.9117, prec@top5: 0.4582, loss: 0.0587, grad_norm: 0.1106 2020-12-08 13:20:29,011 - mmaction - INFO - Epoch [4][640/1281] lr: 1.642e-01, eta: 9:01:28, time: 1.400, data_time: 0.003, memory: 10321, loss_action_cls: 0.0567, recall@thr=0.5: 0.6547, prec@thr=0.5: 0.7438, recall@top3: 0.7745, prec@top3: 0.6369, recall@top5: 0.9141, prec@top5: 0.4610, loss: 0.0567, grad_norm: 0.1166 2020-12-08 13:20:59,344 - mmaction - INFO - Epoch [4][660/1281] lr: 1.648e-01, eta: 9:00:55, time: 1.516, data_time: 0.003, memory: 10321, loss_action_cls: 0.0584, recall@thr=0.5: 0.6370, prec@thr=0.5: 0.7292, recall@top3: 0.7733, prec@top3: 0.6274, recall@top5: 0.9106, prec@top5: 0.4537, loss: 0.0584, grad_norm: 0.1071 2020-12-08 13:21:28,313 - mmaction - INFO - Epoch [4][680/1281] lr: 1.655e-01, eta: 9:00:16, time: 1.448, data_time: 0.004, memory: 10321, loss_action_cls: 0.0567, recall@thr=0.5: 0.6582, prec@thr=0.5: 0.7433, recall@top3: 0.7765, prec@top3: 0.6350, recall@top5: 0.9131, prec@top5: 0.4590, loss: 0.0567, grad_norm: 0.1164 2020-12-08 13:21:58,288 - mmaction - INFO - Epoch [4][700/1281] lr: 1.661e-01, eta: 8:59:42, time: 1.501, data_time: 0.004, memory: 10321, loss_action_cls: 0.0577, recall@thr=0.5: 0.6504, prec@thr=0.5: 0.7347, recall@top3: 0.7747, prec@top3: 0.6369, recall@top5: 0.9121, prec@top5: 0.4589, loss: 0.0577, grad_norm: 0.1331 2020-12-08 13:22:27,070 - mmaction - INFO - Epoch [4][720/1281] lr: 1.667e-01, eta: 8:59:02, time: 1.437, data_time: 0.001, memory: 10321, loss_action_cls: 0.0556, recall@thr=0.5: 0.6547, prec@thr=0.5: 0.7380, recall@top3: 0.7733, prec@top3: 0.6347, recall@top5: 0.9117, prec@top5: 0.4583, loss: 0.0556, grad_norm: 0.1205 2020-12-08 13:22:55,012 - mmaction - INFO - Epoch [4][740/1281] lr: 1.674e-01, eta: 8:58:19, time: 1.400, data_time: 0.003, memory: 10321, loss_action_cls: 0.0563, recall@thr=0.5: 0.6556, prec@thr=0.5: 0.7386, recall@top3: 0.7777, prec@top3: 0.6338, recall@top5: 0.9128, prec@top5: 0.4565, loss: 0.0563, grad_norm: 0.1121 2020-12-08 13:23:26,006 - mmaction - INFO - Epoch [4][760/1281] lr: 1.680e-01, eta: 8:57:49, time: 1.549, data_time: 0.001, memory: 10321, loss_action_cls: 0.0552, recall@thr=0.5: 0.6676, prec@thr=0.5: 0.7434, recall@top3: 0.7808, prec@top3: 0.6409, recall@top5: 0.9111, prec@top5: 0.4597, loss: 0.0552, grad_norm: 0.1060 2020-12-08 13:23:55,145 - mmaction - INFO - Epoch [4][780/1281] lr: 1.686e-01, eta: 8:57:12, time: 1.457, data_time: 0.006, memory: 10321, loss_action_cls: 0.0581, recall@thr=0.5: 0.6431, prec@thr=0.5: 0.7276, recall@top3: 0.7681, prec@top3: 0.6245, recall@top5: 0.9078, prec@top5: 0.4535, loss: 0.0581, grad_norm: 0.1186 2020-12-08 13:24:25,559 - mmaction - INFO - Epoch [4][800/1281] lr: 1.693e-01, eta: 8:56:39, time: 1.520, data_time: 0.001, memory: 10321, loss_action_cls: 0.0569, recall@thr=0.5: 0.6495, prec@thr=0.5: 0.7337, recall@top3: 0.7705, prec@top3: 0.6323, recall@top5: 0.9086, prec@top5: 0.4572, loss: 0.0569, grad_norm: 0.1181 2020-12-08 13:24:53,363 - mmaction - INFO - Epoch [4][820/1281] lr: 1.699e-01, eta: 8:55:56, time: 1.389, data_time: 0.002, memory: 10321, loss_action_cls: 0.0570, recall@thr=0.5: 0.6455, prec@thr=0.5: 0.7298, recall@top3: 0.7682, prec@top3: 0.6257, recall@top5: 0.9097, prec@top5: 0.4548, loss: 0.0570, grad_norm: 0.1102 2020-12-08 13:25:25,601 - mmaction - INFO - Epoch [4][840/1281] lr: 1.705e-01, eta: 8:55:32, time: 1.614, data_time: 0.098, memory: 10321, loss_action_cls: 0.0568, recall@thr=0.5: 0.6582, prec@thr=0.5: 0.7339, recall@top3: 0.7749, prec@top3: 0.6322, recall@top5: 0.9112, prec@top5: 0.4568, loss: 0.0568, grad_norm: 0.1091 2020-12-08 13:25:53,939 - mmaction - INFO - Epoch [4][860/1281] lr: 1.712e-01, eta: 8:54:51, time: 1.417, data_time: 0.002, memory: 10321, loss_action_cls: 0.0547, recall@thr=0.5: 0.6436, prec@thr=0.5: 0.7393, recall@top3: 0.7784, prec@top3: 0.6320, recall@top5: 0.9157, prec@top5: 0.4562, loss: 0.0547, grad_norm: 0.1119 2020-12-08 13:26:21,570 - mmaction - INFO - Epoch [4][880/1281] lr: 1.718e-01, eta: 8:54:07, time: 1.383, data_time: 0.002, memory: 10321, loss_action_cls: 0.0568, recall@thr=0.5: 0.6540, prec@thr=0.5: 0.7372, recall@top3: 0.7751, prec@top3: 0.6294, recall@top5: 0.9061, prec@top5: 0.4520, loss: 0.0568, grad_norm: 0.1141 2020-12-08 13:26:51,404 - mmaction - INFO - Epoch [4][900/1281] lr: 1.724e-01, eta: 8:53:32, time: 1.488, data_time: 0.001, memory: 10321, loss_action_cls: 0.0569, recall@thr=0.5: 0.6590, prec@thr=0.5: 0.7379, recall@top3: 0.7749, prec@top3: 0.6387, recall@top5: 0.9153, prec@top5: 0.4639, loss: 0.0569, grad_norm: 0.1221 2020-12-08 13:27:20,248 - mmaction - INFO - Epoch [4][920/1281] lr: 1.731e-01, eta: 8:52:54, time: 1.444, data_time: 0.004, memory: 10321, loss_action_cls: 0.0563, recall@thr=0.5: 0.6372, prec@thr=0.5: 0.7311, recall@top3: 0.7686, prec@top3: 0.6216, recall@top5: 0.9092, prec@top5: 0.4522, loss: 0.0563, grad_norm: 0.1286 2020-12-08 13:27:50,184 - mmaction - INFO - Epoch [4][940/1281] lr: 1.737e-01, eta: 8:52:20, time: 1.495, data_time: 0.002, memory: 10321, loss_action_cls: 0.0550, recall@thr=0.5: 0.6516, prec@thr=0.5: 0.7406, recall@top3: 0.7849, prec@top3: 0.6366, recall@top5: 0.9144, prec@top5: 0.4550, loss: 0.0550, grad_norm: 0.1039 2020-12-08 13:28:20,518 - mmaction - INFO - Epoch [4][960/1281] lr: 1.743e-01, eta: 8:51:48, time: 1.519, data_time: 0.004, memory: 10321, loss_action_cls: 0.0555, recall@thr=0.5: 0.6561, prec@thr=0.5: 0.7408, recall@top3: 0.7771, prec@top3: 0.6290, recall@top5: 0.9106, prec@top5: 0.4529, loss: 0.0555, grad_norm: 0.1098 2020-12-08 13:28:48,877 - mmaction - INFO - Epoch [4][980/1281] lr: 1.750e-01, eta: 8:51:07, time: 1.417, data_time: 0.002, memory: 10321, loss_action_cls: 0.0573, recall@thr=0.5: 0.6482, prec@thr=0.5: 0.7340, recall@top3: 0.7703, prec@top3: 0.6310, recall@top5: 0.9111, prec@top5: 0.4578, loss: 0.0573, grad_norm: 0.1286 2020-12-08 13:29:19,356 - mmaction - INFO - Epoch [4][1000/1281] lr: 1.756e-01, eta: 8:50:36, time: 1.522, data_time: 0.002, memory: 10321, loss_action_cls: 0.0555, recall@thr=0.5: 0.6417, prec@thr=0.5: 0.7305, recall@top3: 0.7705, prec@top3: 0.6311, recall@top5: 0.9104, prec@top5: 0.4567, loss: 0.0555, grad_norm: 0.1239 2020-12-08 13:29:48,183 - mmaction - INFO - Epoch [4][1020/1281] lr: 1.762e-01, eta: 8:49:57, time: 1.445, data_time: 0.005, memory: 10321, loss_action_cls: 0.0548, recall@thr=0.5: 0.6508, prec@thr=0.5: 0.7437, recall@top3: 0.7778, prec@top3: 0.6355, recall@top5: 0.9149, prec@top5: 0.4593, loss: 0.0548, grad_norm: 0.1029 2020-12-08 13:30:16,737 - mmaction - INFO - Epoch [4][1040/1281] lr: 1.768e-01, eta: 8:49:18, time: 1.427, data_time: 0.001, memory: 10321, loss_action_cls: 0.0541, recall@thr=0.5: 0.6538, prec@thr=0.5: 0.7454, recall@top3: 0.7717, prec@top3: 0.6277, recall@top5: 0.9105, prec@top5: 0.4556, loss: 0.0541, grad_norm: 0.1012 2020-12-08 13:30:46,253 - mmaction - INFO - Epoch [4][1060/1281] lr: 1.775e-01, eta: 8:48:43, time: 1.476, data_time: 0.001, memory: 10321, loss_action_cls: 0.0563, recall@thr=0.5: 0.6528, prec@thr=0.5: 0.7424, recall@top3: 0.7705, prec@top3: 0.6358, recall@top5: 0.9115, prec@top5: 0.4609, loss: 0.0563, grad_norm: 0.1050 2020-12-08 13:31:14,598 - mmaction - INFO - Epoch [4][1080/1281] lr: 1.781e-01, eta: 8:48:02, time: 1.417, data_time: 0.001, memory: 10321, loss_action_cls: 0.0567, recall@thr=0.5: 0.6430, prec@thr=0.5: 0.7345, recall@top3: 0.7747, prec@top3: 0.6300, recall@top5: 0.9132, prec@top5: 0.4554, loss: 0.0567, grad_norm: 0.1106 2020-12-08 13:31:45,728 - mmaction - INFO - Epoch [4][1100/1281] lr: 1.787e-01, eta: 8:47:34, time: 1.556, data_time: 0.001, memory: 10321, loss_action_cls: 0.0545, recall@thr=0.5: 0.6489, prec@thr=0.5: 0.7413, recall@top3: 0.7761, prec@top3: 0.6351, recall@top5: 0.9107, prec@top5: 0.4568, loss: 0.0545, grad_norm: 0.1107 2020-12-08 13:32:14,560 - mmaction - INFO - Epoch [4][1120/1281] lr: 1.794e-01, eta: 8:46:56, time: 1.440, data_time: 0.002, memory: 10321, loss_action_cls: 0.0560, recall@thr=0.5: 0.6481, prec@thr=0.5: 0.7354, recall@top3: 0.7703, prec@top3: 0.6283, recall@top5: 0.9114, prec@top5: 0.4557, loss: 0.0560, grad_norm: 0.1204 2020-12-08 13:32:44,481 - mmaction - INFO - Epoch [4][1140/1281] lr: 1.800e-01, eta: 8:46:22, time: 1.498, data_time: 0.003, memory: 10321, loss_action_cls: 0.0541, recall@thr=0.5: 0.6565, prec@thr=0.5: 0.7421, recall@top3: 0.7741, prec@top3: 0.6295, recall@top5: 0.9098, prec@top5: 0.4555, loss: 0.0541, grad_norm: 0.1152 2020-12-08 13:33:13,261 - mmaction - INFO - Epoch [4][1160/1281] lr: 1.806e-01, eta: 8:45:44, time: 1.435, data_time: 0.002, memory: 10321, loss_action_cls: 0.0558, recall@thr=0.5: 0.6490, prec@thr=0.5: 0.7404, recall@top3: 0.7731, prec@top3: 0.6385, recall@top5: 0.9117, prec@top5: 0.4611, loss: 0.0558, grad_norm: 0.1166 2020-12-08 13:33:42,125 - mmaction - INFO - Epoch [4][1180/1281] lr: 1.813e-01, eta: 8:45:07, time: 1.448, data_time: 0.043, memory: 10321, loss_action_cls: 0.0546, recall@thr=0.5: 0.6638, prec@thr=0.5: 0.7519, recall@top3: 0.7780, prec@top3: 0.6435, recall@top5: 0.9165, prec@top5: 0.4650, loss: 0.0546, grad_norm: 0.1063 2020-12-08 13:34:12,609 - mmaction - INFO - Epoch [4][1200/1281] lr: 1.819e-01, eta: 8:44:35, time: 1.522, data_time: 0.174, memory: 10321, loss_action_cls: 0.0547, recall@thr=0.5: 0.6522, prec@thr=0.5: 0.7361, recall@top3: 0.7751, prec@top3: 0.6273, recall@top5: 0.9111, prec@top5: 0.4520, loss: 0.0547, grad_norm: 0.1214 2020-12-08 13:34:42,108 - mmaction - INFO - Epoch [4][1220/1281] lr: 1.825e-01, eta: 8:44:00, time: 1.474, data_time: 0.332, memory: 10321, loss_action_cls: 0.0556, recall@thr=0.5: 0.6423, prec@thr=0.5: 0.7432, recall@top3: 0.7688, prec@top3: 0.6302, recall@top5: 0.9109, prec@top5: 0.4581, loss: 0.0556, grad_norm: 0.1084 2020-12-08 13:35:11,732 - mmaction - INFO - Epoch [4][1240/1281] lr: 1.832e-01, eta: 8:43:26, time: 1.483, data_time: 0.329, memory: 10321, loss_action_cls: 0.0542, recall@thr=0.5: 0.6532, prec@thr=0.5: 0.7341, recall@top3: 0.7722, prec@top3: 0.6292, recall@top5: 0.9118, prec@top5: 0.4554, loss: 0.0542, grad_norm: 0.1114 2020-12-08 13:35:40,286 - mmaction - INFO - Epoch [4][1260/1281] lr: 1.838e-01, eta: 8:42:47, time: 1.428, data_time: 0.188, memory: 10321, loss_action_cls: 0.0545, recall@thr=0.5: 0.6488, prec@thr=0.5: 0.7414, recall@top3: 0.7746, prec@top3: 0.6337, recall@top5: 0.9099, prec@top5: 0.4555, loss: 0.0545, grad_norm: 0.1164 2020-12-08 13:36:10,002 - mmaction - INFO - Epoch [4][1280/1281] lr: 1.844e-01, eta: 8:42:13, time: 1.487, data_time: 0.003, memory: 10321, loss_action_cls: 0.0535, recall@thr=0.5: 0.6530, prec@thr=0.5: 0.7420, recall@top3: 0.7774, prec@top3: 0.6339, recall@top5: 0.9141, prec@top5: 0.4574, loss: 0.0535, grad_norm: 0.1172 2020-12-08 13:36:13,831 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-12-08 13:45:09,401 - mmaction - INFO - Evaluating proposal ... 2020-12-08 13:46:16,951 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 13:46:16,952 - mmaction - INFO - Evaluating bbox ... 2020-12-08 13:54:00,475 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2325 2020-12-08 13:54:01,543 - mmaction - INFO - Epoch(val) [4][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2325 2020-12-08 13:55:15,251 - mmaction - INFO - Epoch [5][20/1281] lr: 1.851e-01, eta: 8:44:27, time: 3.684, data_time: 2.549, memory: 10321, loss_action_cls: 0.0535, recall@thr=0.5: 0.6649, prec@thr=0.5: 0.7529, recall@top3: 0.7841, prec@top3: 0.6429, recall@top5: 0.9184, prec@top5: 0.4609, loss: 0.0535, grad_norm: 0.1049 2020-12-08 13:55:50,480 - mmaction - INFO - Epoch [5][40/1281] lr: 1.857e-01, eta: 8:44:14, time: 1.761, data_time: 0.020, memory: 10321, loss_action_cls: 0.0540, recall@thr=0.5: 0.6688, prec@thr=0.5: 0.7543, recall@top3: 0.7800, prec@top3: 0.6367, recall@top5: 0.9159, prec@top5: 0.4588, loss: 0.0540, grad_norm: 0.1040 2020-12-08 13:56:18,411 - mmaction - INFO - Epoch [5][60/1281] lr: 1.864e-01, eta: 8:43:32, time: 1.397, data_time: 0.002, memory: 10321, loss_action_cls: 0.0539, recall@thr=0.5: 0.6613, prec@thr=0.5: 0.7464, recall@top3: 0.7808, prec@top3: 0.6321, recall@top5: 0.9168, prec@top5: 0.4549, loss: 0.0539, grad_norm: 0.1136 2020-12-08 13:56:48,212 - mmaction - INFO - Epoch [5][80/1281] lr: 1.870e-01, eta: 8:42:57, time: 1.491, data_time: 0.002, memory: 10321, loss_action_cls: 0.0535, recall@thr=0.5: 0.6514, prec@thr=0.5: 0.7359, recall@top3: 0.7749, prec@top3: 0.6338, recall@top5: 0.9095, prec@top5: 0.4552, loss: 0.0535, grad_norm: 0.1315 2020-12-08 13:57:19,141 - mmaction - INFO - Epoch [5][100/1281] lr: 1.876e-01, eta: 8:42:27, time: 1.546, data_time: 0.001, memory: 10321, loss_action_cls: 0.0530, recall@thr=0.5: 0.6599, prec@thr=0.5: 0.7444, recall@top3: 0.7766, prec@top3: 0.6357, recall@top5: 0.9147, prec@top5: 0.4595, loss: 0.0530, grad_norm: 0.1118 2020-12-08 13:57:49,113 - mmaction - INFO - Epoch [5][120/1281] lr: 1.883e-01, eta: 8:41:54, time: 1.498, data_time: 0.001, memory: 10321, loss_action_cls: 0.0541, recall@thr=0.5: 0.6572, prec@thr=0.5: 0.7459, recall@top3: 0.7826, prec@top3: 0.6403, recall@top5: 0.9167, prec@top5: 0.4595, loss: 0.0541, grad_norm: 0.1154 2020-12-08 13:58:20,367 - mmaction - INFO - Epoch [5][140/1281] lr: 1.889e-01, eta: 8:41:25, time: 1.563, data_time: 0.002, memory: 10321, loss_action_cls: 0.0540, recall@thr=0.5: 0.6550, prec@thr=0.5: 0.7340, recall@top3: 0.7782, prec@top3: 0.6338, recall@top5: 0.9119, prec@top5: 0.4563, loss: 0.0540, grad_norm: 0.1098 2020-12-08 13:58:48,218 - mmaction - INFO - Epoch [5][160/1281] lr: 1.895e-01, eta: 8:40:43, time: 1.393, data_time: 0.002, memory: 10321, loss_action_cls: 0.0533, recall@thr=0.5: 0.6615, prec@thr=0.5: 0.7517, recall@top3: 0.7831, prec@top3: 0.6444, recall@top5: 0.9173, prec@top5: 0.4634, loss: 0.0533, grad_norm: 0.1163 2020-12-08 13:59:17,257 - mmaction - INFO - Epoch [5][180/1281] lr: 1.902e-01, eta: 8:40:06, time: 1.452, data_time: 0.185, memory: 10321, loss_action_cls: 0.0539, recall@thr=0.5: 0.6543, prec@thr=0.5: 0.7337, recall@top3: 0.7764, prec@top3: 0.6359, recall@top5: 0.9135, prec@top5: 0.4577, loss: 0.0539, grad_norm: 0.1284 2020-12-08 13:59:45,803 - mmaction - INFO - Epoch [5][200/1281] lr: 1.908e-01, eta: 8:39:27, time: 1.427, data_time: 0.002, memory: 10321, loss_action_cls: 0.0507, recall@thr=0.5: 0.6663, prec@thr=0.5: 0.7579, recall@top3: 0.7912, prec@top3: 0.6395, recall@top5: 0.9168, prec@top5: 0.4556, loss: 0.0507, grad_norm: 0.1054 2020-12-08 14:00:17,243 - mmaction - INFO - Epoch [5][220/1281] lr: 1.914e-01, eta: 8:38:59, time: 1.571, data_time: 0.002, memory: 10321, loss_action_cls: 0.0520, recall@thr=0.5: 0.6534, prec@thr=0.5: 0.7424, recall@top3: 0.7826, prec@top3: 0.6327, recall@top5: 0.9183, prec@top5: 0.4556, loss: 0.0520, grad_norm: 0.1087 2020-12-08 14:00:46,573 - mmaction - INFO - Epoch [5][240/1281] lr: 1.921e-01, eta: 8:38:23, time: 1.468, data_time: 0.122, memory: 10321, loss_action_cls: 0.0522, recall@thr=0.5: 0.6627, prec@thr=0.5: 0.7464, recall@top3: 0.7801, prec@top3: 0.6351, recall@top5: 0.9143, prec@top5: 0.4571, loss: 0.0522, grad_norm: 0.1037 2020-12-08 14:01:14,920 - mmaction - INFO - Epoch [5][260/1281] lr: 1.927e-01, eta: 8:37:43, time: 1.417, data_time: 0.092, memory: 10321, loss_action_cls: 0.0528, recall@thr=0.5: 0.6609, prec@thr=0.5: 0.7529, recall@top3: 0.7785, prec@top3: 0.6380, recall@top5: 0.9111, prec@top5: 0.4587, loss: 0.0528, grad_norm: 0.1140 2020-12-08 14:01:44,007 - mmaction - INFO - Epoch [5][280/1281] lr: 1.933e-01, eta: 8:37:07, time: 1.453, data_time: 0.002, memory: 10321, loss_action_cls: 0.0543, recall@thr=0.5: 0.6703, prec@thr=0.5: 0.7490, recall@top3: 0.7866, prec@top3: 0.6395, recall@top5: 0.9171, prec@top5: 0.4585, loss: 0.0543, grad_norm: 0.1083 2020-12-08 14:02:14,670 - mmaction - INFO - Epoch [5][300/1281] lr: 1.940e-01, eta: 8:36:36, time: 1.534, data_time: 0.003, memory: 10321, loss_action_cls: 0.0518, recall@thr=0.5: 0.6645, prec@thr=0.5: 0.7533, recall@top3: 0.7882, prec@top3: 0.6419, recall@top5: 0.9187, prec@top5: 0.4590, loss: 0.0518, grad_norm: 0.1073 2020-12-08 14:02:43,333 - mmaction - INFO - Epoch [5][320/1281] lr: 1.946e-01, eta: 8:35:58, time: 1.434, data_time: 0.002, memory: 10321, loss_action_cls: 0.0534, recall@thr=0.5: 0.6644, prec@thr=0.5: 0.7557, recall@top3: 0.7821, prec@top3: 0.6431, recall@top5: 0.9149, prec@top5: 0.4621, loss: 0.0534, grad_norm: 0.1124 2020-12-08 14:03:13,414 - mmaction - INFO - Epoch [5][340/1281] lr: 1.952e-01, eta: 8:35:24, time: 1.501, data_time: 0.001, memory: 10321, loss_action_cls: 0.0538, recall@thr=0.5: 0.6622, prec@thr=0.5: 0.7478, recall@top3: 0.7819, prec@top3: 0.6307, recall@top5: 0.9157, prec@top5: 0.4532, loss: 0.0538, grad_norm: 0.1180 2020-12-08 14:03:43,370 - mmaction - INFO - Epoch [5][360/1281] lr: 1.959e-01, eta: 8:34:51, time: 1.498, data_time: 0.004, memory: 10321, loss_action_cls: 0.0530, recall@thr=0.5: 0.6649, prec@thr=0.5: 0.7470, recall@top3: 0.7816, prec@top3: 0.6408, recall@top5: 0.9153, prec@top5: 0.4606, loss: 0.0530, grad_norm: 0.1068 2020-12-08 14:04:14,092 - mmaction - INFO - Epoch [5][380/1281] lr: 1.965e-01, eta: 8:34:21, time: 1.538, data_time: 0.004, memory: 10321, loss_action_cls: 0.0524, recall@thr=0.5: 0.6703, prec@thr=0.5: 0.7550, recall@top3: 0.7845, prec@top3: 0.6440, recall@top5: 0.9156, prec@top5: 0.4614, loss: 0.0524, grad_norm: 0.1046 2020-12-08 14:04:42,361 - mmaction - INFO - Epoch [5][400/1281] lr: 1.971e-01, eta: 8:33:41, time: 1.413, data_time: 0.016, memory: 10321, loss_action_cls: 0.0539, recall@thr=0.5: 0.6546, prec@thr=0.5: 0.7356, recall@top3: 0.7760, prec@top3: 0.6340, recall@top5: 0.9162, prec@top5: 0.4598, loss: 0.0539, grad_norm: 0.1268 2020-12-08 14:05:12,447 - mmaction - INFO - Epoch [5][420/1281] lr: 1.977e-01, eta: 8:33:08, time: 1.505, data_time: 0.002, memory: 10321, loss_action_cls: 0.0528, recall@thr=0.5: 0.6610, prec@thr=0.5: 0.7443, recall@top3: 0.7840, prec@top3: 0.6367, recall@top5: 0.9168, prec@top5: 0.4572, loss: 0.0528, grad_norm: 0.1135 2020-12-08 14:05:43,434 - mmaction - INFO - Epoch [5][440/1281] lr: 1.984e-01, eta: 8:32:39, time: 1.549, data_time: 0.134, memory: 10321, loss_action_cls: 0.0522, recall@thr=0.5: 0.6632, prec@thr=0.5: 0.7524, recall@top3: 0.7891, prec@top3: 0.6390, recall@top5: 0.9195, prec@top5: 0.4578, loss: 0.0522, grad_norm: 0.1131 2020-12-08 14:06:11,609 - mmaction - INFO - Epoch [5][460/1281] lr: 1.990e-01, eta: 8:31:59, time: 1.407, data_time: 0.041, memory: 10321, loss_action_cls: 0.0518, recall@thr=0.5: 0.6729, prec@thr=0.5: 0.7473, recall@top3: 0.7822, prec@top3: 0.6382, recall@top5: 0.9154, prec@top5: 0.4586, loss: 0.0518, grad_norm: 0.1109 2020-12-08 14:06:42,353 - mmaction - INFO - Epoch [5][480/1281] lr: 1.996e-01, eta: 8:31:29, time: 1.539, data_time: 0.002, memory: 10321, loss_action_cls: 0.0513, recall@thr=0.5: 0.6605, prec@thr=0.5: 0.7518, recall@top3: 0.7883, prec@top3: 0.6320, recall@top5: 0.9182, prec@top5: 0.4527, loss: 0.0513, grad_norm: 0.1147 2020-12-08 14:07:09,915 - mmaction - INFO - Epoch [5][500/1281] lr: 2.003e-01, eta: 8:30:47, time: 1.377, data_time: 0.230, memory: 10321, loss_action_cls: 0.0528, recall@thr=0.5: 0.6536, prec@thr=0.5: 0.7430, recall@top3: 0.7785, prec@top3: 0.6264, recall@top5: 0.9166, prec@top5: 0.4538, loss: 0.0528, grad_norm: 0.1206 2020-12-08 14:07:39,602 - mmaction - INFO - Epoch [5][520/1281] lr: 2.009e-01, eta: 8:30:13, time: 1.485, data_time: 0.182, memory: 10321, loss_action_cls: 0.0517, recall@thr=0.5: 0.6606, prec@thr=0.5: 0.7415, recall@top3: 0.7837, prec@top3: 0.6320, recall@top5: 0.9163, prec@top5: 0.4542, loss: 0.0517, grad_norm: 0.1204 2020-12-08 14:08:08,589 - mmaction - INFO - Epoch [5][540/1281] lr: 2.015e-01, eta: 8:29:37, time: 1.450, data_time: 0.002, memory: 10321, loss_action_cls: 0.0528, recall@thr=0.5: 0.6624, prec@thr=0.5: 0.7418, recall@top3: 0.7758, prec@top3: 0.6356, recall@top5: 0.9125, prec@top5: 0.4585, loss: 0.0528, grad_norm: 0.1125 2020-12-08 14:08:37,676 - mmaction - INFO - Epoch [5][560/1281] lr: 2.022e-01, eta: 8:29:00, time: 1.455, data_time: 0.052, memory: 10321, loss_action_cls: 0.0529, recall@thr=0.5: 0.6507, prec@thr=0.5: 0.7526, recall@top3: 0.7779, prec@top3: 0.6309, recall@top5: 0.9079, prec@top5: 0.4517, loss: 0.0529, grad_norm: 0.1038 2020-12-08 14:09:06,209 - mmaction - INFO - Epoch [5][580/1281] lr: 2.028e-01, eta: 8:28:22, time: 1.425, data_time: 0.062, memory: 10321, loss_action_cls: 0.0520, recall@thr=0.5: 0.6612, prec@thr=0.5: 0.7452, recall@top3: 0.7815, prec@top3: 0.6402, recall@top5: 0.9149, prec@top5: 0.4596, loss: 0.0520, grad_norm: 0.1159 2020-12-08 14:09:36,134 - mmaction - INFO - Epoch [5][600/1281] lr: 2.034e-01, eta: 8:27:49, time: 1.495, data_time: 0.075, memory: 10321, loss_action_cls: 0.0523, recall@thr=0.5: 0.6589, prec@thr=0.5: 0.7432, recall@top3: 0.7781, prec@top3: 0.6410, recall@top5: 0.9116, prec@top5: 0.4602, loss: 0.0523, grad_norm: 0.1090 2020-12-08 14:10:03,834 - mmaction - INFO - Epoch [5][620/1281] lr: 2.041e-01, eta: 8:27:09, time: 1.386, data_time: 0.043, memory: 10321, loss_action_cls: 0.0517, recall@thr=0.5: 0.6583, prec@thr=0.5: 0.7458, recall@top3: 0.7753, prec@top3: 0.6363, recall@top5: 0.9162, prec@top5: 0.4615, loss: 0.0517, grad_norm: 0.1234 2020-12-08 14:10:33,398 - mmaction - INFO - Epoch [5][640/1281] lr: 2.047e-01, eta: 8:26:34, time: 1.480, data_time: 0.058, memory: 10321, loss_action_cls: 0.0532, recall@thr=0.5: 0.6555, prec@thr=0.5: 0.7483, recall@top3: 0.7744, prec@top3: 0.6370, recall@top5: 0.9108, prec@top5: 0.4597, loss: 0.0532, grad_norm: 0.1171 2020-12-08 14:11:05,184 - mmaction - INFO - Epoch [5][660/1281] lr: 2.053e-01, eta: 8:26:08, time: 1.590, data_time: 0.002, memory: 10321, loss_action_cls: 0.0504, recall@thr=0.5: 0.6706, prec@thr=0.5: 0.7489, recall@top3: 0.7836, prec@top3: 0.6440, recall@top5: 0.9189, prec@top5: 0.4628, loss: 0.0504, grad_norm: 0.1190 2020-12-08 14:11:34,913 - mmaction - INFO - Epoch [5][680/1281] lr: 2.060e-01, eta: 8:25:34, time: 1.484, data_time: 0.001, memory: 10321, loss_action_cls: 0.0520, recall@thr=0.5: 0.6624, prec@thr=0.5: 0.7442, recall@top3: 0.7830, prec@top3: 0.6353, recall@top5: 0.9129, prec@top5: 0.4544, loss: 0.0520, grad_norm: 0.1043 2020-12-08 14:12:06,044 - mmaction - INFO - Epoch [5][700/1281] lr: 2.066e-01, eta: 8:25:05, time: 1.558, data_time: 0.003, memory: 10321, loss_action_cls: 0.0525, recall@thr=0.5: 0.6564, prec@thr=0.5: 0.7408, recall@top3: 0.7751, prec@top3: 0.6362, recall@top5: 0.9160, prec@top5: 0.4621, loss: 0.0525, grad_norm: 0.1246 2020-12-08 14:12:35,086 - mmaction - INFO - Epoch [5][720/1281] lr: 2.072e-01, eta: 8:24:29, time: 1.453, data_time: 0.002, memory: 10322, loss_action_cls: 0.0514, recall@thr=0.5: 0.6712, prec@thr=0.5: 0.7613, recall@top3: 0.7855, prec@top3: 0.6482, recall@top5: 0.9201, prec@top5: 0.4666, loss: 0.0514, grad_norm: 0.1069 2020-12-08 14:13:05,056 - mmaction - INFO - Epoch [5][740/1281] lr: 2.079e-01, eta: 8:23:57, time: 1.498, data_time: 0.001, memory: 10322, loss_action_cls: 0.0522, recall@thr=0.5: 0.6610, prec@thr=0.5: 0.7431, recall@top3: 0.7770, prec@top3: 0.6409, recall@top5: 0.9158, prec@top5: 0.4633, loss: 0.0522, grad_norm: 0.1040 2020-12-08 14:13:33,473 - mmaction - INFO - Epoch [5][760/1281] lr: 2.085e-01, eta: 8:23:18, time: 1.417, data_time: 0.001, memory: 10322, loss_action_cls: 0.0516, recall@thr=0.5: 0.6614, prec@thr=0.5: 0.7445, recall@top3: 0.7806, prec@top3: 0.6321, recall@top5: 0.9178, prec@top5: 0.4573, loss: 0.0516, grad_norm: 0.1123 2020-12-08 14:14:03,179 - mmaction - INFO - Epoch [5][780/1281] lr: 2.091e-01, eta: 8:22:45, time: 1.487, data_time: 0.066, memory: 10322, loss_action_cls: 0.0515, recall@thr=0.5: 0.6638, prec@thr=0.5: 0.7458, recall@top3: 0.7796, prec@top3: 0.6385, recall@top5: 0.9131, prec@top5: 0.4591, loss: 0.0515, grad_norm: 0.1233 2020-12-08 14:14:33,731 - mmaction - INFO - Epoch [5][800/1281] lr: 2.098e-01, eta: 8:22:14, time: 1.527, data_time: 0.003, memory: 10322, loss_action_cls: 0.0506, recall@thr=0.5: 0.6688, prec@thr=0.5: 0.7527, recall@top3: 0.7843, prec@top3: 0.6415, recall@top5: 0.9189, prec@top5: 0.4608, loss: 0.0506, grad_norm: 0.1028 2020-12-08 14:15:00,815 - mmaction - INFO - Epoch [5][820/1281] lr: 2.104e-01, eta: 8:21:32, time: 1.357, data_time: 0.094, memory: 10322, loss_action_cls: 0.0514, recall@thr=0.5: 0.6680, prec@thr=0.5: 0.7544, recall@top3: 0.7842, prec@top3: 0.6386, recall@top5: 0.9152, prec@top5: 0.4583, loss: 0.0514, grad_norm: 0.1013 2020-12-08 14:15:31,429 - mmaction - INFO - Epoch [5][840/1281] lr: 2.110e-01, eta: 8:21:01, time: 1.529, data_time: 0.002, memory: 10322, loss_action_cls: 0.0519, recall@thr=0.5: 0.6572, prec@thr=0.5: 0.7421, recall@top3: 0.7781, prec@top3: 0.6332, recall@top5: 0.9131, prec@top5: 0.4548, loss: 0.0519, grad_norm: 0.1116 2020-12-08 14:16:03,032 - mmaction - INFO - Epoch [5][860/1281] lr: 2.117e-01, eta: 8:20:34, time: 1.582, data_time: 0.004, memory: 10322, loss_action_cls: 0.0502, recall@thr=0.5: 0.6652, prec@thr=0.5: 0.7537, recall@top3: 0.7928, prec@top3: 0.6380, recall@top5: 0.9189, prec@top5: 0.4546, loss: 0.0502, grad_norm: 0.1059 2020-12-08 14:16:32,624 - mmaction - INFO - Epoch [5][880/1281] lr: 2.123e-01, eta: 8:20:00, time: 1.480, data_time: 0.002, memory: 10322, loss_action_cls: 0.0499, recall@thr=0.5: 0.6685, prec@thr=0.5: 0.7588, recall@top3: 0.7840, prec@top3: 0.6426, recall@top5: 0.9184, prec@top5: 0.4617, loss: 0.0499, grad_norm: 0.1086 2020-12-08 14:17:02,237 - mmaction - INFO - Epoch [5][900/1281] lr: 2.129e-01, eta: 8:19:27, time: 1.481, data_time: 0.002, memory: 10322, loss_action_cls: 0.0514, recall@thr=0.5: 0.6689, prec@thr=0.5: 0.7481, recall@top3: 0.7861, prec@top3: 0.6424, recall@top5: 0.9147, prec@top5: 0.4596, loss: 0.0514, grad_norm: 0.1116 2020-12-08 14:17:32,290 - mmaction - INFO - Epoch [5][920/1281] lr: 2.136e-01, eta: 8:18:54, time: 1.501, data_time: 0.001, memory: 10322, loss_action_cls: 0.0493, recall@thr=0.5: 0.6758, prec@thr=0.5: 0.7629, recall@top3: 0.7920, prec@top3: 0.6506, recall@top5: 0.9188, prec@top5: 0.4635, loss: 0.0493, grad_norm: 0.1012 2020-12-08 14:18:03,963 - mmaction - INFO - Epoch [5][940/1281] lr: 2.142e-01, eta: 8:18:27, time: 1.585, data_time: 0.301, memory: 10322, loss_action_cls: 0.0500, recall@thr=0.5: 0.6775, prec@thr=0.5: 0.7573, recall@top3: 0.7909, prec@top3: 0.6412, recall@top5: 0.9167, prec@top5: 0.4572, loss: 0.0500, grad_norm: 0.1025 2020-12-08 14:18:34,986 - mmaction - INFO - Epoch [5][960/1281] lr: 2.148e-01, eta: 8:17:58, time: 1.552, data_time: 0.109, memory: 10322, loss_action_cls: 0.0499, recall@thr=0.5: 0.6703, prec@thr=0.5: 0.7507, recall@top3: 0.7888, prec@top3: 0.6413, recall@top5: 0.9185, prec@top5: 0.4589, loss: 0.0499, grad_norm: 0.1052 2020-12-08 14:19:03,084 - mmaction - INFO - Epoch [5][980/1281] lr: 2.155e-01, eta: 8:17:19, time: 1.404, data_time: 0.196, memory: 10322, loss_action_cls: 0.0500, recall@thr=0.5: 0.6691, prec@thr=0.5: 0.7555, recall@top3: 0.7839, prec@top3: 0.6455, recall@top5: 0.9195, prec@top5: 0.4644, loss: 0.0500, grad_norm: 0.0990 2020-12-08 14:19:34,603 - mmaction - INFO - Epoch [5][1000/1281] lr: 2.161e-01, eta: 8:16:52, time: 1.576, data_time: 0.420, memory: 10322, loss_action_cls: 0.0497, recall@thr=0.5: 0.6705, prec@thr=0.5: 0.7486, recall@top3: 0.7830, prec@top3: 0.6362, recall@top5: 0.9153, prec@top5: 0.4572, loss: 0.0497, grad_norm: 0.1074 2020-12-08 14:20:02,230 - mmaction - INFO - Epoch [5][1020/1281] lr: 2.167e-01, eta: 8:16:12, time: 1.382, data_time: 0.087, memory: 10322, loss_action_cls: 0.0500, recall@thr=0.5: 0.6748, prec@thr=0.5: 0.7578, recall@top3: 0.7873, prec@top3: 0.6426, recall@top5: 0.9191, prec@top5: 0.4609, loss: 0.0500, grad_norm: 0.1039 2020-12-08 14:20:31,635 - mmaction - INFO - Epoch [5][1040/1281] lr: 2.173e-01, eta: 8:15:38, time: 1.470, data_time: 0.001, memory: 10322, loss_action_cls: 0.0506, recall@thr=0.5: 0.6562, prec@thr=0.5: 0.7444, recall@top3: 0.7788, prec@top3: 0.6371, recall@top5: 0.9143, prec@top5: 0.4583, loss: 0.0506, grad_norm: 0.1063 2020-12-08 14:21:02,206 - mmaction - INFO - Epoch [5][1060/1281] lr: 2.180e-01, eta: 8:15:07, time: 1.526, data_time: 0.002, memory: 10322, loss_action_cls: 0.0491, recall@thr=0.5: 0.6755, prec@thr=0.5: 0.7658, recall@top3: 0.7968, prec@top3: 0.6512, recall@top5: 0.9227, prec@top5: 0.4638, loss: 0.0491, grad_norm: 0.1015 2020-12-08 14:21:29,326 - mmaction - INFO - Epoch [5][1080/1281] lr: 2.186e-01, eta: 8:14:26, time: 1.359, data_time: 0.004, memory: 10322, loss_action_cls: 0.0489, recall@thr=0.5: 0.6798, prec@thr=0.5: 0.7559, recall@top3: 0.7926, prec@top3: 0.6444, recall@top5: 0.9185, prec@top5: 0.4582, loss: 0.0489, grad_norm: 0.1147 2020-12-08 14:22:01,748 - mmaction - INFO - Epoch [5][1100/1281] lr: 2.192e-01, eta: 8:14:01, time: 1.620, data_time: 0.002, memory: 10322, loss_action_cls: 0.0490, recall@thr=0.5: 0.6730, prec@thr=0.5: 0.7564, recall@top3: 0.7864, prec@top3: 0.6440, recall@top5: 0.9177, prec@top5: 0.4600, loss: 0.0490, grad_norm: 0.1081 2020-12-08 14:22:29,659 - mmaction - INFO - Epoch [5][1120/1281] lr: 2.199e-01, eta: 8:13:22, time: 1.394, data_time: 0.002, memory: 10322, loss_action_cls: 0.0500, recall@thr=0.5: 0.6575, prec@thr=0.5: 0.7461, recall@top3: 0.7837, prec@top3: 0.6374, recall@top5: 0.9162, prec@top5: 0.4559, loss: 0.0500, grad_norm: 0.1068 2020-12-08 14:22:58,635 - mmaction - INFO - Epoch [5][1140/1281] lr: 2.205e-01, eta: 8:12:47, time: 1.451, data_time: 0.010, memory: 10322, loss_action_cls: 0.0501, recall@thr=0.5: 0.6698, prec@thr=0.5: 0.7557, recall@top3: 0.7829, prec@top3: 0.6383, recall@top5: 0.9191, prec@top5: 0.4609, loss: 0.0501, grad_norm: 0.1080 2020-12-08 14:23:32,176 - mmaction - INFO - Epoch [5][1160/1281] lr: 2.211e-01, eta: 8:12:25, time: 1.677, data_time: 0.377, memory: 10322, loss_action_cls: 0.0502, recall@thr=0.5: 0.6767, prec@thr=0.5: 0.7542, recall@top3: 0.7891, prec@top3: 0.6412, recall@top5: 0.9183, prec@top5: 0.4597, loss: 0.0502, grad_norm: 0.1080 2020-12-08 14:23:59,099 - mmaction - INFO - Epoch [5][1180/1281] lr: 2.218e-01, eta: 8:11:44, time: 1.346, data_time: 0.118, memory: 10322, loss_action_cls: 0.0498, recall@thr=0.5: 0.6736, prec@thr=0.5: 0.7511, recall@top3: 0.7879, prec@top3: 0.6521, recall@top5: 0.9177, prec@top5: 0.4663, loss: 0.0498, grad_norm: 0.1172 2020-12-08 14:24:30,664 - mmaction - INFO - Epoch [5][1200/1281] lr: 2.224e-01, eta: 8:11:16, time: 1.578, data_time: 0.001, memory: 10322, loss_action_cls: 0.0502, recall@thr=0.5: 0.6663, prec@thr=0.5: 0.7493, recall@top3: 0.7866, prec@top3: 0.6432, recall@top5: 0.9172, prec@top5: 0.4596, loss: 0.0502, grad_norm: 0.1092 2020-12-08 14:25:00,052 - mmaction - INFO - Epoch [5][1220/1281] lr: 2.230e-01, eta: 8:10:42, time: 1.468, data_time: 0.002, memory: 10322, loss_action_cls: 0.0504, recall@thr=0.5: 0.6669, prec@thr=0.5: 0.7509, recall@top3: 0.7820, prec@top3: 0.6402, recall@top5: 0.9143, prec@top5: 0.4592, loss: 0.0504, grad_norm: 0.1155 2020-12-08 14:25:28,809 - mmaction - INFO - Epoch [5][1240/1281] lr: 2.237e-01, eta: 8:10:06, time: 1.438, data_time: 0.012, memory: 10322, loss_action_cls: 0.0489, recall@thr=0.5: 0.6728, prec@thr=0.5: 0.7558, recall@top3: 0.7861, prec@top3: 0.6433, recall@top5: 0.9167, prec@top5: 0.4605, loss: 0.0489, grad_norm: 0.1035 2020-12-08 14:25:57,343 - mmaction - INFO - Epoch [5][1260/1281] lr: 2.243e-01, eta: 8:09:30, time: 1.429, data_time: 0.003, memory: 10322, loss_action_cls: 0.0494, recall@thr=0.5: 0.6844, prec@thr=0.5: 0.7602, recall@top3: 0.7917, prec@top3: 0.6518, recall@top5: 0.9212, prec@top5: 0.4654, loss: 0.0494, grad_norm: 0.1045 2020-12-08 14:26:28,084 - mmaction - INFO - Epoch [5][1280/1281] lr: 2.249e-01, eta: 8:09:00, time: 1.537, data_time: 0.006, memory: 10322, loss_action_cls: 0.0496, recall@thr=0.5: 0.6750, prec@thr=0.5: 0.7542, recall@top3: 0.7883, prec@top3: 0.6479, recall@top5: 0.9195, prec@top5: 0.4643, loss: 0.0496, grad_norm: 0.1056 2020-12-08 14:26:32,025 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-12-08 14:35:29,605 - mmaction - INFO - Evaluating proposal ... 2020-12-08 14:36:34,047 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 14:36:34,048 - mmaction - INFO - Evaluating bbox ... 2020-12-08 14:44:16,670 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2377 2020-12-08 14:44:17,910 - mmaction - INFO - Epoch(val) [5][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2377 2020-12-08 14:45:37,169 - mmaction - INFO - Epoch [6][20/1281] lr: 2.250e-01, eta: 8:10:48, time: 3.961, data_time: 2.836, memory: 10322, loss_action_cls: 0.0485, recall@thr=0.5: 0.6761, prec@thr=0.5: 0.7622, recall@top3: 0.7916, prec@top3: 0.6441, recall@top5: 0.9188, prec@top5: 0.4603, loss: 0.0485, grad_norm: 0.1052 2020-12-08 14:46:07,898 - mmaction - INFO - Epoch [6][40/1281] lr: 2.250e-01, eta: 8:10:18, time: 1.537, data_time: 0.005, memory: 10322, loss_action_cls: 0.0489, recall@thr=0.5: 0.6737, prec@thr=0.5: 0.7565, recall@top3: 0.7934, prec@top3: 0.6425, recall@top5: 0.9223, prec@top5: 0.4577, loss: 0.0489, grad_norm: 0.1111 2020-12-08 14:46:39,949 - mmaction - INFO - Epoch [6][60/1281] lr: 2.250e-01, eta: 8:09:51, time: 1.602, data_time: 0.002, memory: 10322, loss_action_cls: 0.0486, recall@thr=0.5: 0.6708, prec@thr=0.5: 0.7507, recall@top3: 0.7932, prec@top3: 0.6399, recall@top5: 0.9213, prec@top5: 0.4574, loss: 0.0486, grad_norm: 0.1045 2020-12-08 14:47:06,472 - mmaction - INFO - Epoch [6][80/1281] lr: 2.250e-01, eta: 8:09:08, time: 1.326, data_time: 0.002, memory: 10322, loss_action_cls: 0.0485, recall@thr=0.5: 0.6834, prec@thr=0.5: 0.7571, recall@top3: 0.7944, prec@top3: 0.6469, recall@top5: 0.9225, prec@top5: 0.4620, loss: 0.0485, grad_norm: 0.1048 2020-12-08 14:47:36,832 - mmaction - INFO - Epoch [6][100/1281] lr: 2.250e-01, eta: 8:08:37, time: 1.517, data_time: 0.003, memory: 10322, loss_action_cls: 0.0496, recall@thr=0.5: 0.6723, prec@thr=0.5: 0.7609, recall@top3: 0.7859, prec@top3: 0.6361, recall@top5: 0.9167, prec@top5: 0.4571, loss: 0.0496, grad_norm: 0.1093 2020-12-08 14:48:05,828 - mmaction - INFO - Epoch [6][120/1281] lr: 2.250e-01, eta: 8:08:01, time: 1.450, data_time: 0.003, memory: 10322, loss_action_cls: 0.0480, recall@thr=0.5: 0.6795, prec@thr=0.5: 0.7609, recall@top3: 0.7914, prec@top3: 0.6452, recall@top5: 0.9232, prec@top5: 0.4626, loss: 0.0480, grad_norm: 0.1115 2020-12-08 14:48:35,450 - mmaction - INFO - Epoch [6][140/1281] lr: 2.250e-01, eta: 8:07:27, time: 1.483, data_time: 0.002, memory: 10322, loss_action_cls: 0.0488, recall@thr=0.5: 0.6791, prec@thr=0.5: 0.7623, recall@top3: 0.7880, prec@top3: 0.6508, recall@top5: 0.9204, prec@top5: 0.4659, loss: 0.0488, grad_norm: 0.1094 2020-12-08 14:49:05,686 - mmaction - INFO - Epoch [6][160/1281] lr: 2.250e-01, eta: 8:06:56, time: 1.511, data_time: 0.001, memory: 10322, loss_action_cls: 0.0480, recall@thr=0.5: 0.6760, prec@thr=0.5: 0.7605, recall@top3: 0.7886, prec@top3: 0.6481, recall@top5: 0.9165, prec@top5: 0.4620, loss: 0.0480, grad_norm: 0.1061 2020-12-08 14:49:36,172 - mmaction - INFO - Epoch [6][180/1281] lr: 2.250e-01, eta: 8:06:24, time: 1.523, data_time: 0.002, memory: 10322, loss_action_cls: 0.0482, recall@thr=0.5: 0.6786, prec@thr=0.5: 0.7539, recall@top3: 0.7946, prec@top3: 0.6419, recall@top5: 0.9213, prec@top5: 0.4578, loss: 0.0482, grad_norm: 0.1123 2020-12-08 14:50:05,199 - mmaction - INFO - Epoch [6][200/1281] lr: 2.250e-01, eta: 8:05:49, time: 1.454, data_time: 0.003, memory: 10322, loss_action_cls: 0.0490, recall@thr=0.5: 0.6810, prec@thr=0.5: 0.7634, recall@top3: 0.7936, prec@top3: 0.6482, recall@top5: 0.9198, prec@top5: 0.4616, loss: 0.0490, grad_norm: 0.1061 2020-12-08 14:50:34,691 - mmaction - INFO - Epoch [6][220/1281] lr: 2.250e-01, eta: 8:05:15, time: 1.473, data_time: 0.001, memory: 10322, loss_action_cls: 0.0488, recall@thr=0.5: 0.6753, prec@thr=0.5: 0.7550, recall@top3: 0.7895, prec@top3: 0.6433, recall@top5: 0.9189, prec@top5: 0.4602, loss: 0.0488, grad_norm: 0.1125 2020-12-08 14:51:04,828 - mmaction - INFO - Epoch [6][240/1281] lr: 2.250e-01, eta: 8:04:43, time: 1.506, data_time: 0.002, memory: 10322, loss_action_cls: 0.0469, recall@thr=0.5: 0.6927, prec@thr=0.5: 0.7671, recall@top3: 0.7971, prec@top3: 0.6530, recall@top5: 0.9242, prec@top5: 0.4657, loss: 0.0469, grad_norm: 0.1125 2020-12-08 14:51:35,215 - mmaction - INFO - Epoch [6][260/1281] lr: 2.250e-01, eta: 8:04:11, time: 1.521, data_time: 0.003, memory: 10322, loss_action_cls: 0.0489, recall@thr=0.5: 0.6809, prec@thr=0.5: 0.7521, recall@top3: 0.7948, prec@top3: 0.6496, recall@top5: 0.9253, prec@top5: 0.4657, loss: 0.0489, grad_norm: 0.1299 2020-12-08 14:52:05,472 - mmaction - INFO - Epoch [6][280/1281] lr: 2.250e-01, eta: 8:03:40, time: 1.514, data_time: 0.002, memory: 10322, loss_action_cls: 0.0490, recall@thr=0.5: 0.6748, prec@thr=0.5: 0.7455, recall@top3: 0.7856, prec@top3: 0.6417, recall@top5: 0.9197, prec@top5: 0.4610, loss: 0.0490, grad_norm: 0.1242 2020-12-08 14:52:33,863 - mmaction - INFO - Epoch [6][300/1281] lr: 2.250e-01, eta: 8:03:03, time: 1.419, data_time: 0.001, memory: 10322, loss_action_cls: 0.0481, recall@thr=0.5: 0.6793, prec@thr=0.5: 0.7644, recall@top3: 0.7917, prec@top3: 0.6475, recall@top5: 0.9204, prec@top5: 0.4620, loss: 0.0481, grad_norm: 0.1062 2020-12-08 14:53:04,256 - mmaction - INFO - Epoch [6][320/1281] lr: 2.250e-01, eta: 8:02:31, time: 1.520, data_time: 0.152, memory: 10322, loss_action_cls: 0.0483, recall@thr=0.5: 0.6754, prec@thr=0.5: 0.7626, recall@top3: 0.7855, prec@top3: 0.6462, recall@top5: 0.9159, prec@top5: 0.4616, loss: 0.0483, grad_norm: 0.1077 2020-12-08 14:53:33,528 - mmaction - INFO - Epoch [6][340/1281] lr: 2.250e-01, eta: 8:01:57, time: 1.462, data_time: 0.301, memory: 10322, loss_action_cls: 0.0479, recall@thr=0.5: 0.6844, prec@thr=0.5: 0.7611, recall@top3: 0.7962, prec@top3: 0.6503, recall@top5: 0.9248, prec@top5: 0.4646, loss: 0.0479, grad_norm: 0.1025 2020-12-08 14:54:03,889 - mmaction - INFO - Epoch [6][360/1281] lr: 2.250e-01, eta: 8:01:25, time: 1.519, data_time: 0.199, memory: 10322, loss_action_cls: 0.0479, recall@thr=0.5: 0.6830, prec@thr=0.5: 0.7597, recall@top3: 0.7900, prec@top3: 0.6485, recall@top5: 0.9216, prec@top5: 0.4644, loss: 0.0479, grad_norm: 0.1098 2020-12-08 14:54:31,555 - mmaction - INFO - Epoch [6][380/1281] lr: 2.250e-01, eta: 8:00:46, time: 1.382, data_time: 0.025, memory: 10322, loss_action_cls: 0.0493, recall@thr=0.5: 0.6635, prec@thr=0.5: 0.7536, recall@top3: 0.7881, prec@top3: 0.6328, recall@top5: 0.9145, prec@top5: 0.4510, loss: 0.0493, grad_norm: 0.1103 2020-12-08 14:55:02,016 - mmaction - INFO - Epoch [6][400/1281] lr: 2.250e-01, eta: 8:00:15, time: 1.520, data_time: 0.003, memory: 10322, loss_action_cls: 0.0473, recall@thr=0.5: 0.6781, prec@thr=0.5: 0.7606, recall@top3: 0.7943, prec@top3: 0.6453, recall@top5: 0.9220, prec@top5: 0.4592, loss: 0.0473, grad_norm: 0.1096 2020-12-08 14:55:30,479 - mmaction - INFO - Epoch [6][420/1281] lr: 2.250e-01, eta: 7:59:39, time: 1.427, data_time: 0.006, memory: 10322, loss_action_cls: 0.0479, recall@thr=0.5: 0.6809, prec@thr=0.5: 0.7554, recall@top3: 0.7893, prec@top3: 0.6453, recall@top5: 0.9220, prec@top5: 0.4619, loss: 0.0479, grad_norm: 0.1103 2020-12-08 14:56:01,377 - mmaction - INFO - Epoch [6][440/1281] lr: 2.250e-01, eta: 7:59:09, time: 1.543, data_time: 0.001, memory: 10322, loss_action_cls: 0.0471, recall@thr=0.5: 0.6820, prec@thr=0.5: 0.7658, recall@top3: 0.7920, prec@top3: 0.6508, recall@top5: 0.9199, prec@top5: 0.4630, loss: 0.0471, grad_norm: 0.1081 2020-12-08 14:56:29,953 - mmaction - INFO - Epoch [6][460/1281] lr: 2.250e-01, eta: 7:58:33, time: 1.428, data_time: 0.003, memory: 10322, loss_action_cls: 0.0477, recall@thr=0.5: 0.6828, prec@thr=0.5: 0.7600, recall@top3: 0.7939, prec@top3: 0.6509, recall@top5: 0.9233, prec@top5: 0.4639, loss: 0.0477, grad_norm: 0.1063 2020-12-08 14:56:58,229 - mmaction - INFO - Epoch [6][480/1281] lr: 2.250e-01, eta: 7:57:56, time: 1.416, data_time: 0.039, memory: 10322, loss_action_cls: 0.0478, recall@thr=0.5: 0.6833, prec@thr=0.5: 0.7598, recall@top3: 0.7942, prec@top3: 0.6475, recall@top5: 0.9254, prec@top5: 0.4635, loss: 0.0478, grad_norm: 0.1080 2020-12-08 14:57:28,568 - mmaction - INFO - Epoch [6][500/1281] lr: 2.250e-01, eta: 7:57:24, time: 1.516, data_time: 0.002, memory: 10322, loss_action_cls: 0.0483, recall@thr=0.5: 0.6817, prec@thr=0.5: 0.7615, recall@top3: 0.7893, prec@top3: 0.6475, recall@top5: 0.9252, prec@top5: 0.4664, loss: 0.0483, grad_norm: 0.1144 2020-12-08 14:57:57,463 - mmaction - INFO - Epoch [6][520/1281] lr: 2.250e-01, eta: 7:56:49, time: 1.446, data_time: 0.002, memory: 10322, loss_action_cls: 0.0487, recall@thr=0.5: 0.6660, prec@thr=0.5: 0.7436, recall@top3: 0.7861, prec@top3: 0.6399, recall@top5: 0.9168, prec@top5: 0.4595, loss: 0.0487, grad_norm: 0.1142 2020-12-08 14:58:25,900 - mmaction - INFO - Epoch [6][540/1281] lr: 2.250e-01, eta: 7:56:13, time: 1.422, data_time: 0.001, memory: 10322, loss_action_cls: 0.0466, recall@thr=0.5: 0.6804, prec@thr=0.5: 0.7609, recall@top3: 0.7909, prec@top3: 0.6537, recall@top5: 0.9240, prec@top5: 0.4671, loss: 0.0466, grad_norm: 0.1009 2020-12-08 14:58:56,899 - mmaction - INFO - Epoch [6][560/1281] lr: 2.250e-01, eta: 7:55:43, time: 1.550, data_time: 0.001, memory: 10322, loss_action_cls: 0.0474, recall@thr=0.5: 0.6686, prec@thr=0.5: 0.7535, recall@top3: 0.7961, prec@top3: 0.6425, recall@top5: 0.9214, prec@top5: 0.4562, loss: 0.0474, grad_norm: 0.1077 2020-12-08 14:59:24,993 - mmaction - INFO - Epoch [6][580/1281] lr: 2.250e-01, eta: 7:55:06, time: 1.403, data_time: 0.014, memory: 10322, loss_action_cls: 0.0462, recall@thr=0.5: 0.6829, prec@thr=0.5: 0.7635, recall@top3: 0.7925, prec@top3: 0.6514, recall@top5: 0.9232, prec@top5: 0.4666, loss: 0.0462, grad_norm: 0.1095 2020-12-08 14:59:54,502 - mmaction - INFO - Epoch [6][600/1281] lr: 2.250e-01, eta: 7:54:32, time: 1.477, data_time: 0.015, memory: 10322, loss_action_cls: 0.0459, recall@thr=0.5: 0.6931, prec@thr=0.5: 0.7681, recall@top3: 0.7994, prec@top3: 0.6568, recall@top5: 0.9275, prec@top5: 0.4668, loss: 0.0459, grad_norm: 0.1031 2020-12-08 15:00:23,786 - mmaction - INFO - Epoch [6][620/1281] lr: 2.250e-01, eta: 7:53:58, time: 1.464, data_time: 0.002, memory: 10322, loss_action_cls: 0.0475, recall@thr=0.5: 0.6815, prec@thr=0.5: 0.7607, recall@top3: 0.7962, prec@top3: 0.6531, recall@top5: 0.9224, prec@top5: 0.4639, loss: 0.0475, grad_norm: 0.1003 2020-12-08 15:00:52,066 - mmaction - INFO - Epoch [6][640/1281] lr: 2.250e-01, eta: 7:53:21, time: 1.412, data_time: 0.088, memory: 10322, loss_action_cls: 0.0455, recall@thr=0.5: 0.6964, prec@thr=0.5: 0.7715, recall@top3: 0.8037, prec@top3: 0.6512, recall@top5: 0.9296, prec@top5: 0.4629, loss: 0.0455, grad_norm: 0.0997 2020-12-08 15:01:23,496 - mmaction - INFO - Epoch [6][660/1281] lr: 2.250e-01, eta: 7:52:53, time: 1.575, data_time: 0.005, memory: 10322, loss_action_cls: 0.0478, recall@thr=0.5: 0.6797, prec@thr=0.5: 0.7562, recall@top3: 0.7900, prec@top3: 0.6423, recall@top5: 0.9208, prec@top5: 0.4592, loss: 0.0478, grad_norm: 0.1154 2020-12-08 15:01:53,079 - mmaction - INFO - Epoch [6][680/1281] lr: 2.250e-01, eta: 7:52:20, time: 1.479, data_time: 0.001, memory: 10322, loss_action_cls: 0.0472, recall@thr=0.5: 0.6773, prec@thr=0.5: 0.7609, recall@top3: 0.7940, prec@top3: 0.6485, recall@top5: 0.9243, prec@top5: 0.4651, loss: 0.0472, grad_norm: 0.1078 2020-12-08 15:02:20,880 - mmaction - INFO - Epoch [6][700/1281] lr: 2.250e-01, eta: 7:51:42, time: 1.386, data_time: 0.001, memory: 10322, loss_action_cls: 0.0473, recall@thr=0.5: 0.6799, prec@thr=0.5: 0.7601, recall@top3: 0.7924, prec@top3: 0.6439, recall@top5: 0.9199, prec@top5: 0.4595, loss: 0.0473, grad_norm: 0.1198 2020-12-08 15:02:50,868 - mmaction - INFO - Epoch [6][720/1281] lr: 2.250e-01, eta: 7:51:10, time: 1.501, data_time: 0.004, memory: 10322, loss_action_cls: 0.0480, recall@thr=0.5: 0.6732, prec@thr=0.5: 0.7641, recall@top3: 0.7928, prec@top3: 0.6493, recall@top5: 0.9190, prec@top5: 0.4622, loss: 0.0480, grad_norm: 0.1014 2020-12-08 15:03:20,759 - mmaction - INFO - Epoch [6][740/1281] lr: 2.250e-01, eta: 7:50:38, time: 1.495, data_time: 0.003, memory: 10322, loss_action_cls: 0.0478, recall@thr=0.5: 0.6797, prec@thr=0.5: 0.7571, recall@top3: 0.7917, prec@top3: 0.6496, recall@top5: 0.9183, prec@top5: 0.4624, loss: 0.0478, grad_norm: 0.1038 2020-12-08 15:03:50,264 - mmaction - INFO - Epoch [6][760/1281] lr: 2.250e-01, eta: 7:50:04, time: 1.477, data_time: 0.006, memory: 10322, loss_action_cls: 0.0471, recall@thr=0.5: 0.6894, prec@thr=0.5: 0.7755, recall@top3: 0.8019, prec@top3: 0.6524, recall@top5: 0.9239, prec@top5: 0.4622, loss: 0.0471, grad_norm: 0.1072 2020-12-08 15:04:17,715 - mmaction - INFO - Epoch [6][780/1281] lr: 2.250e-01, eta: 7:49:26, time: 1.371, data_time: 0.001, memory: 10322, loss_action_cls: 0.0473, recall@thr=0.5: 0.6840, prec@thr=0.5: 0.7621, recall@top3: 0.7924, prec@top3: 0.6495, recall@top5: 0.9206, prec@top5: 0.4644, loss: 0.0473, grad_norm: 0.1040 2020-12-08 15:04:48,425 - mmaction - INFO - Epoch [6][800/1281] lr: 2.250e-01, eta: 7:48:56, time: 1.535, data_time: 0.003, memory: 10322, loss_action_cls: 0.0470, recall@thr=0.5: 0.6877, prec@thr=0.5: 0.7600, recall@top3: 0.7927, prec@top3: 0.6483, recall@top5: 0.9209, prec@top5: 0.4633, loss: 0.0470, grad_norm: 0.1240 2020-12-08 15:05:17,522 - mmaction - INFO - Epoch [6][820/1281] lr: 2.250e-01, eta: 7:48:21, time: 1.457, data_time: 0.022, memory: 10322, loss_action_cls: 0.0476, recall@thr=0.5: 0.6828, prec@thr=0.5: 0.7622, recall@top3: 0.7943, prec@top3: 0.6527, recall@top5: 0.9199, prec@top5: 0.4643, loss: 0.0476, grad_norm: 0.1127 2020-12-08 15:05:46,056 - mmaction - INFO - Epoch [6][840/1281] lr: 2.250e-01, eta: 7:47:46, time: 1.427, data_time: 0.001, memory: 10322, loss_action_cls: 0.0468, recall@thr=0.5: 0.6814, prec@thr=0.5: 0.7666, recall@top3: 0.7917, prec@top3: 0.6473, recall@top5: 0.9210, prec@top5: 0.4630, loss: 0.0468, grad_norm: 0.1060 2020-12-08 15:06:18,353 - mmaction - INFO - Epoch [6][860/1281] lr: 2.250e-01, eta: 7:47:20, time: 1.615, data_time: 0.001, memory: 10322, loss_action_cls: 0.0458, recall@thr=0.5: 0.6871, prec@thr=0.5: 0.7704, recall@top3: 0.7978, prec@top3: 0.6465, recall@top5: 0.9247, prec@top5: 0.4600, loss: 0.0458, grad_norm: 0.1080 2020-12-08 15:06:46,080 - mmaction - INFO - Epoch [6][880/1281] lr: 2.250e-01, eta: 7:46:42, time: 1.386, data_time: 0.001, memory: 10322, loss_action_cls: 0.0485, recall@thr=0.5: 0.6837, prec@thr=0.5: 0.7634, recall@top3: 0.7923, prec@top3: 0.6474, recall@top5: 0.9211, prec@top5: 0.4628, loss: 0.0485, grad_norm: 0.1125 2020-12-08 15:07:13,577 - mmaction - INFO - Epoch [6][900/1281] lr: 2.250e-01, eta: 7:46:04, time: 1.374, data_time: 0.002, memory: 10322, loss_action_cls: 0.0462, recall@thr=0.5: 0.6901, prec@thr=0.5: 0.7678, recall@top3: 0.7980, prec@top3: 0.6461, recall@top5: 0.9268, prec@top5: 0.4615, loss: 0.0462, grad_norm: 0.1086 2020-12-08 15:07:43,623 - mmaction - INFO - Epoch [6][920/1281] lr: 2.250e-01, eta: 7:45:32, time: 1.503, data_time: 0.002, memory: 10322, loss_action_cls: 0.0454, recall@thr=0.5: 0.6881, prec@thr=0.5: 0.7680, recall@top3: 0.8058, prec@top3: 0.6495, recall@top5: 0.9274, prec@top5: 0.4587, loss: 0.0454, grad_norm: 0.1071 2020-12-08 15:08:12,130 - mmaction - INFO - Epoch [6][940/1281] lr: 2.250e-01, eta: 7:44:56, time: 1.426, data_time: 0.002, memory: 10322, loss_action_cls: 0.0454, recall@thr=0.5: 0.6895, prec@thr=0.5: 0.7715, recall@top3: 0.8058, prec@top3: 0.6523, recall@top5: 0.9246, prec@top5: 0.4599, loss: 0.0454, grad_norm: 0.1054 2020-12-08 15:08:41,566 - mmaction - INFO - Epoch [6][960/1281] lr: 2.250e-01, eta: 7:44:23, time: 1.471, data_time: 0.232, memory: 10322, loss_action_cls: 0.0459, recall@thr=0.5: 0.6886, prec@thr=0.5: 0.7640, recall@top3: 0.7988, prec@top3: 0.6611, recall@top5: 0.9268, prec@top5: 0.4712, loss: 0.0459, grad_norm: 0.1105 2020-12-08 15:09:12,920 - mmaction - INFO - Epoch [6][980/1281] lr: 2.250e-01, eta: 7:43:55, time: 1.568, data_time: 0.002, memory: 10322, loss_action_cls: 0.0450, recall@thr=0.5: 0.6954, prec@thr=0.5: 0.7717, recall@top3: 0.8037, prec@top3: 0.6517, recall@top5: 0.9282, prec@top5: 0.4626, loss: 0.0450, grad_norm: 0.1110 2020-12-08 15:09:41,478 - mmaction - INFO - Epoch [6][1000/1281] lr: 2.250e-01, eta: 7:43:19, time: 1.426, data_time: 0.002, memory: 10322, loss_action_cls: 0.0467, recall@thr=0.5: 0.6932, prec@thr=0.5: 0.7664, recall@top3: 0.8016, prec@top3: 0.6566, recall@top5: 0.9235, prec@top5: 0.4648, loss: 0.0467, grad_norm: 0.1162 2020-12-08 15:10:10,653 - mmaction - INFO - Epoch [6][1020/1281] lr: 2.250e-01, eta: 7:42:45, time: 1.459, data_time: 0.004, memory: 10322, loss_action_cls: 0.0470, recall@thr=0.5: 0.6812, prec@thr=0.5: 0.7670, recall@top3: 0.7944, prec@top3: 0.6481, recall@top5: 0.9233, prec@top5: 0.4631, loss: 0.0470, grad_norm: 0.1069 2020-12-08 15:10:40,180 - mmaction - INFO - Epoch [6][1040/1281] lr: 2.250e-01, eta: 7:42:13, time: 1.479, data_time: 0.176, memory: 10322, loss_action_cls: 0.0460, recall@thr=0.5: 0.6906, prec@thr=0.5: 0.7721, recall@top3: 0.8035, prec@top3: 0.6566, recall@top5: 0.9276, prec@top5: 0.4659, loss: 0.0460, grad_norm: 0.0994 2020-12-08 15:11:08,845 - mmaction - INFO - Epoch [6][1060/1281] lr: 2.250e-01, eta: 7:41:37, time: 1.431, data_time: 0.047, memory: 10322, loss_action_cls: 0.0459, recall@thr=0.5: 0.6894, prec@thr=0.5: 0.7673, recall@top3: 0.7951, prec@top3: 0.6532, recall@top5: 0.9232, prec@top5: 0.4654, loss: 0.0459, grad_norm: 0.1024 2020-12-08 15:11:39,209 - mmaction - INFO - Epoch [6][1080/1281] lr: 2.250e-01, eta: 7:41:07, time: 1.520, data_time: 0.003, memory: 10322, loss_action_cls: 0.0466, recall@thr=0.5: 0.6807, prec@thr=0.5: 0.7557, recall@top3: 0.7884, prec@top3: 0.6432, recall@top5: 0.9199, prec@top5: 0.4605, loss: 0.0466, grad_norm: 0.1106 2020-12-08 15:12:07,973 - mmaction - INFO - Epoch [6][1100/1281] lr: 2.250e-01, eta: 7:40:32, time: 1.438, data_time: 0.001, memory: 10322, loss_action_cls: 0.0456, recall@thr=0.5: 0.6872, prec@thr=0.5: 0.7751, recall@top3: 0.7986, prec@top3: 0.6550, recall@top5: 0.9211, prec@top5: 0.4650, loss: 0.0456, grad_norm: 0.1048 2020-12-08 15:12:37,382 - mmaction - INFO - Epoch [6][1120/1281] lr: 2.250e-01, eta: 7:39:59, time: 1.470, data_time: 0.031, memory: 10322, loss_action_cls: 0.0459, recall@thr=0.5: 0.6870, prec@thr=0.5: 0.7747, recall@top3: 0.8040, prec@top3: 0.6561, recall@top5: 0.9287, prec@top5: 0.4653, loss: 0.0459, grad_norm: 0.1064 2020-12-08 15:13:06,616 - mmaction - INFO - Epoch [6][1140/1281] lr: 2.250e-01, eta: 7:39:25, time: 1.463, data_time: 0.002, memory: 10322, loss_action_cls: 0.0464, recall@thr=0.5: 0.6878, prec@thr=0.5: 0.7624, recall@top3: 0.7955, prec@top3: 0.6545, recall@top5: 0.9196, prec@top5: 0.4636, loss: 0.0464, grad_norm: 0.1060 2020-12-08 15:13:38,627 - mmaction - INFO - Epoch [6][1160/1281] lr: 2.250e-01, eta: 7:38:58, time: 1.601, data_time: 0.001, memory: 10322, loss_action_cls: 0.0464, recall@thr=0.5: 0.6778, prec@thr=0.5: 0.7640, recall@top3: 0.7944, prec@top3: 0.6444, recall@top5: 0.9247, prec@top5: 0.4604, loss: 0.0464, grad_norm: 0.1016 2020-12-08 15:14:06,308 - mmaction - INFO - Epoch [6][1180/1281] lr: 2.250e-01, eta: 7:38:21, time: 1.382, data_time: 0.036, memory: 10322, loss_action_cls: 0.0460, recall@thr=0.5: 0.6860, prec@thr=0.5: 0.7640, recall@top3: 0.7948, prec@top3: 0.6507, recall@top5: 0.9211, prec@top5: 0.4628, loss: 0.0460, grad_norm: 0.1085 2020-12-08 15:14:36,464 - mmaction - INFO - Epoch [6][1200/1281] lr: 2.250e-01, eta: 7:37:50, time: 1.510, data_time: 0.035, memory: 10322, loss_action_cls: 0.0464, recall@thr=0.5: 0.6843, prec@thr=0.5: 0.7661, recall@top3: 0.7945, prec@top3: 0.6498, recall@top5: 0.9231, prec@top5: 0.4621, loss: 0.0464, grad_norm: 0.1046 2020-12-08 15:15:07,984 - mmaction - INFO - Epoch [6][1220/1281] lr: 2.250e-01, eta: 7:37:22, time: 1.574, data_time: 0.071, memory: 10322, loss_action_cls: 0.0445, recall@thr=0.5: 0.6938, prec@thr=0.5: 0.7740, recall@top3: 0.8107, prec@top3: 0.6540, recall@top5: 0.9294, prec@top5: 0.4602, loss: 0.0445, grad_norm: 0.1059 2020-12-08 15:15:34,661 - mmaction - INFO - Epoch [6][1240/1281] lr: 2.250e-01, eta: 7:36:42, time: 1.334, data_time: 0.065, memory: 10322, loss_action_cls: 0.0452, recall@thr=0.5: 0.6873, prec@thr=0.5: 0.7687, recall@top3: 0.7977, prec@top3: 0.6485, recall@top5: 0.9261, prec@top5: 0.4619, loss: 0.0452, grad_norm: 0.1109 2020-12-08 15:16:04,482 - mmaction - INFO - Epoch [6][1260/1281] lr: 2.250e-01, eta: 7:36:10, time: 1.492, data_time: 0.101, memory: 10322, loss_action_cls: 0.0463, recall@thr=0.5: 0.6871, prec@thr=0.5: 0.7693, recall@top3: 0.7928, prec@top3: 0.6526, recall@top5: 0.9246, prec@top5: 0.4671, loss: 0.0463, grad_norm: 0.1063 2020-12-08 15:16:32,177 - mmaction - INFO - Epoch [6][1280/1281] lr: 2.250e-01, eta: 7:35:33, time: 1.386, data_time: 0.115, memory: 10322, loss_action_cls: 0.0445, recall@thr=0.5: 0.6964, prec@thr=0.5: 0.7751, recall@top3: 0.8018, prec@top3: 0.6544, recall@top5: 0.9275, prec@top5: 0.4652, loss: 0.0445, grad_norm: 0.0999 2020-12-08 15:16:35,652 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-12-08 15:25:40,323 - mmaction - INFO - Evaluating proposal ... 2020-12-08 15:26:47,549 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 15:26:47,550 - mmaction - INFO - Evaluating bbox ... 2020-12-08 15:34:31,364 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2399 2020-12-08 15:34:32,487 - mmaction - INFO - Epoch(val) [6][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2399 2020-12-08 15:35:47,620 - mmaction - INFO - Epoch [7][20/1281] lr: 2.250e-01, eta: 7:36:41, time: 3.754, data_time: 2.617, memory: 10322, loss_action_cls: 0.0442, recall@thr=0.5: 0.6922, prec@thr=0.5: 0.7677, recall@top3: 0.8017, prec@top3: 0.6430, recall@top5: 0.9252, prec@top5: 0.4548, loss: 0.0442, grad_norm: 0.1130 2020-12-08 15:36:19,610 - mmaction - INFO - Epoch [7][40/1281] lr: 2.250e-01, eta: 7:36:14, time: 1.600, data_time: 0.245, memory: 10322, loss_action_cls: 0.0447, recall@thr=0.5: 0.6903, prec@thr=0.5: 0.7655, recall@top3: 0.8025, prec@top3: 0.6541, recall@top5: 0.9288, prec@top5: 0.4649, loss: 0.0447, grad_norm: 0.1043 2020-12-08 15:36:54,722 - mmaction - INFO - Epoch [7][60/1281] lr: 2.250e-01, eta: 7:35:54, time: 1.755, data_time: 0.002, memory: 10322, loss_action_cls: 0.0446, recall@thr=0.5: 0.6990, prec@thr=0.5: 0.7689, recall@top3: 0.8031, prec@top3: 0.6582, recall@top5: 0.9288, prec@top5: 0.4685, loss: 0.0446, grad_norm: 0.1093 2020-12-08 15:37:26,223 - mmaction - INFO - Epoch [7][80/1281] lr: 2.250e-01, eta: 7:35:25, time: 1.576, data_time: 0.003, memory: 10322, loss_action_cls: 0.0449, recall@thr=0.5: 0.6957, prec@thr=0.5: 0.7765, recall@top3: 0.8063, prec@top3: 0.6501, recall@top5: 0.9273, prec@top5: 0.4593, loss: 0.0449, grad_norm: 0.1063 2020-12-08 15:37:57,347 - mmaction - INFO - Epoch [7][100/1281] lr: 2.250e-01, eta: 7:34:56, time: 1.556, data_time: 0.002, memory: 10322, loss_action_cls: 0.0451, recall@thr=0.5: 0.6990, prec@thr=0.5: 0.7779, recall@top3: 0.8025, prec@top3: 0.6498, recall@top5: 0.9268, prec@top5: 0.4610, loss: 0.0451, grad_norm: 0.1094 2020-12-08 15:38:26,745 - mmaction - INFO - Epoch [7][120/1281] lr: 2.250e-01, eta: 7:34:23, time: 1.471, data_time: 0.003, memory: 10322, loss_action_cls: 0.0434, recall@thr=0.5: 0.6963, prec@thr=0.5: 0.7744, recall@top3: 0.8037, prec@top3: 0.6530, recall@top5: 0.9290, prec@top5: 0.4636, loss: 0.0434, grad_norm: 0.1150 2020-12-08 15:38:59,922 - mmaction - INFO - Epoch [7][140/1281] lr: 2.250e-01, eta: 7:33:58, time: 1.658, data_time: 0.001, memory: 10322, loss_action_cls: 0.0438, recall@thr=0.5: 0.7022, prec@thr=0.5: 0.7758, recall@top3: 0.8051, prec@top3: 0.6536, recall@top5: 0.9290, prec@top5: 0.4638, loss: 0.0438, grad_norm: 0.1162 2020-12-08 15:39:31,061 - mmaction - INFO - Epoch [7][160/1281] lr: 2.250e-01, eta: 7:33:28, time: 1.556, data_time: 0.003, memory: 10322, loss_action_cls: 0.0438, recall@thr=0.5: 0.7014, prec@thr=0.5: 0.7762, recall@top3: 0.8142, prec@top3: 0.6627, recall@top5: 0.9274, prec@top5: 0.4632, loss: 0.0438, grad_norm: 0.1032 2020-12-08 15:40:02,089 - mmaction - INFO - Epoch [7][180/1281] lr: 2.250e-01, eta: 7:32:59, time: 1.551, data_time: 0.017, memory: 10322, loss_action_cls: 0.0450, recall@thr=0.5: 0.6928, prec@thr=0.5: 0.7670, recall@top3: 0.7995, prec@top3: 0.6567, recall@top5: 0.9230, prec@top5: 0.4664, loss: 0.0450, grad_norm: 0.1127 2020-12-08 15:40:35,573 - mmaction - INFO - Epoch [7][200/1281] lr: 2.250e-01, eta: 7:32:34, time: 1.677, data_time: 0.323, memory: 10322, loss_action_cls: 0.0445, recall@thr=0.5: 0.6931, prec@thr=0.5: 0.7751, recall@top3: 0.8049, prec@top3: 0.6570, recall@top5: 0.9247, prec@top5: 0.4643, loss: 0.0445, grad_norm: 0.1125 2020-12-08 15:41:06,056 - mmaction - INFO - Epoch [7][220/1281] lr: 2.250e-01, eta: 7:32:03, time: 1.522, data_time: 0.166, memory: 10322, loss_action_cls: 0.0441, recall@thr=0.5: 0.6999, prec@thr=0.5: 0.7832, recall@top3: 0.8107, prec@top3: 0.6573, recall@top5: 0.9299, prec@top5: 0.4636, loss: 0.0441, grad_norm: 0.0985 2020-12-08 15:41:36,091 - mmaction - INFO - Epoch [7][240/1281] lr: 2.250e-01, eta: 7:31:32, time: 1.503, data_time: 0.148, memory: 10322, loss_action_cls: 0.0439, recall@thr=0.5: 0.7045, prec@thr=0.5: 0.7713, recall@top3: 0.8050, prec@top3: 0.6567, recall@top5: 0.9323, prec@top5: 0.4671, loss: 0.0439, grad_norm: 0.1135 2020-12-08 15:42:07,020 - mmaction - INFO - Epoch [7][260/1281] lr: 2.250e-01, eta: 7:31:01, time: 1.544, data_time: 0.001, memory: 10322, loss_action_cls: 0.0453, recall@thr=0.5: 0.6990, prec@thr=0.5: 0.7727, recall@top3: 0.8015, prec@top3: 0.6600, recall@top5: 0.9258, prec@top5: 0.4684, loss: 0.0453, grad_norm: 0.1099 2020-12-08 15:42:35,786 - mmaction - INFO - Epoch [7][280/1281] lr: 2.250e-01, eta: 7:30:27, time: 1.440, data_time: 0.004, memory: 10322, loss_action_cls: 0.0433, recall@thr=0.5: 0.7052, prec@thr=0.5: 0.7814, recall@top3: 0.8084, prec@top3: 0.6561, recall@top5: 0.9278, prec@top5: 0.4623, loss: 0.0433, grad_norm: 0.1101 2020-12-08 15:43:06,721 - mmaction - INFO - Epoch [7][300/1281] lr: 2.250e-01, eta: 7:29:57, time: 1.546, data_time: 0.088, memory: 10322, loss_action_cls: 0.0445, recall@thr=0.5: 0.7010, prec@thr=0.5: 0.7746, recall@top3: 0.8022, prec@top3: 0.6618, recall@top5: 0.9238, prec@top5: 0.4689, loss: 0.0445, grad_norm: 0.1093 2020-12-08 15:43:39,359 - mmaction - INFO - Epoch [7][320/1281] lr: 2.250e-01, eta: 7:29:31, time: 1.632, data_time: 0.002, memory: 10322, loss_action_cls: 0.0442, recall@thr=0.5: 0.7025, prec@thr=0.5: 0.7809, recall@top3: 0.8054, prec@top3: 0.6594, recall@top5: 0.9312, prec@top5: 0.4685, loss: 0.0442, grad_norm: 0.1078 2020-12-08 15:44:06,318 - mmaction - INFO - Epoch [7][340/1281] lr: 2.250e-01, eta: 7:28:52, time: 1.346, data_time: 0.003, memory: 10322, loss_action_cls: 0.0445, recall@thr=0.5: 0.6974, prec@thr=0.5: 0.7818, recall@top3: 0.8037, prec@top3: 0.6595, recall@top5: 0.9257, prec@top5: 0.4660, loss: 0.0445, grad_norm: 0.1096 2020-12-08 15:44:35,078 - mmaction - INFO - Epoch [7][360/1281] lr: 2.250e-01, eta: 7:28:17, time: 1.440, data_time: 0.004, memory: 10322, loss_action_cls: 0.0443, recall@thr=0.5: 0.6964, prec@thr=0.5: 0.7798, recall@top3: 0.8059, prec@top3: 0.6609, recall@top5: 0.9278, prec@top5: 0.4670, loss: 0.0443, grad_norm: 0.1063 2020-12-08 15:45:07,511 - mmaction - INFO - Epoch [7][380/1281] lr: 2.250e-01, eta: 7:27:51, time: 1.620, data_time: 0.003, memory: 10322, loss_action_cls: 0.0452, recall@thr=0.5: 0.7042, prec@thr=0.5: 0.7729, recall@top3: 0.8042, prec@top3: 0.6561, recall@top5: 0.9273, prec@top5: 0.4654, loss: 0.0452, grad_norm: 0.1102 2020-12-08 15:45:37,569 - mmaction - INFO - Epoch [7][400/1281] lr: 2.250e-01, eta: 7:27:19, time: 1.507, data_time: 0.005, memory: 10322, loss_action_cls: 0.0436, recall@thr=0.5: 0.7012, prec@thr=0.5: 0.7782, recall@top3: 0.8058, prec@top3: 0.6490, recall@top5: 0.9277, prec@top5: 0.4600, loss: 0.0436, grad_norm: 0.1106 2020-12-08 15:46:08,933 - mmaction - INFO - Epoch [7][420/1281] lr: 2.250e-01, eta: 7:26:50, time: 1.565, data_time: 0.001, memory: 10322, loss_action_cls: 0.0445, recall@thr=0.5: 0.6881, prec@thr=0.5: 0.7674, recall@top3: 0.8036, prec@top3: 0.6566, recall@top5: 0.9257, prec@top5: 0.4637, loss: 0.0445, grad_norm: 0.1029 2020-12-08 15:46:40,823 - mmaction - INFO - Epoch [7][440/1281] lr: 2.250e-01, eta: 7:26:22, time: 1.596, data_time: 0.004, memory: 10322, loss_action_cls: 0.0445, recall@thr=0.5: 0.6985, prec@thr=0.5: 0.7811, recall@top3: 0.8051, prec@top3: 0.6563, recall@top5: 0.9312, prec@top5: 0.4668, loss: 0.0445, grad_norm: 0.1104 2020-12-08 15:47:08,553 - mmaction - INFO - Epoch [7][460/1281] lr: 2.250e-01, eta: 7:25:45, time: 1.389, data_time: 0.003, memory: 10322, loss_action_cls: 0.0443, recall@thr=0.5: 0.6931, prec@thr=0.5: 0.7682, recall@top3: 0.7993, prec@top3: 0.6526, recall@top5: 0.9246, prec@top5: 0.4647, loss: 0.0443, grad_norm: 0.1160 2020-12-08 15:47:37,228 - mmaction - INFO - Epoch [7][480/1281] lr: 2.250e-01, eta: 7:25:10, time: 1.431, data_time: 0.091, memory: 10322, loss_action_cls: 0.0441, recall@thr=0.5: 0.6992, prec@thr=0.5: 0.7688, recall@top3: 0.7995, prec@top3: 0.6504, recall@top5: 0.9250, prec@top5: 0.4633, loss: 0.0441, grad_norm: 0.1152 2020-12-08 15:48:08,000 - mmaction - INFO - Epoch [7][500/1281] lr: 2.250e-01, eta: 7:24:40, time: 1.541, data_time: 0.004, memory: 10322, loss_action_cls: 0.0444, recall@thr=0.5: 0.6940, prec@thr=0.5: 0.7683, recall@top3: 0.8028, prec@top3: 0.6536, recall@top5: 0.9261, prec@top5: 0.4637, loss: 0.0444, grad_norm: 0.1081 2020-12-08 15:48:36,072 - mmaction - INFO - Epoch [7][520/1281] lr: 2.250e-01, eta: 7:24:04, time: 1.404, data_time: 0.001, memory: 10339, loss_action_cls: 0.0442, recall@thr=0.5: 0.7017, prec@thr=0.5: 0.7793, recall@top3: 0.8016, prec@top3: 0.6631, recall@top5: 0.9320, prec@top5: 0.4746, loss: 0.0442, grad_norm: 0.1129 2020-12-08 15:49:07,447 - mmaction - INFO - Epoch [7][540/1281] lr: 2.250e-01, eta: 7:23:35, time: 1.567, data_time: 0.001, memory: 10339, loss_action_cls: 0.0441, recall@thr=0.5: 0.6967, prec@thr=0.5: 0.7747, recall@top3: 0.8019, prec@top3: 0.6552, recall@top5: 0.9273, prec@top5: 0.4663, loss: 0.0441, grad_norm: 0.1055 2020-12-08 15:49:34,024 - mmaction - INFO - Epoch [7][560/1281] lr: 2.250e-01, eta: 7:22:56, time: 1.330, data_time: 0.015, memory: 10339, loss_action_cls: 0.0449, recall@thr=0.5: 0.6904, prec@thr=0.5: 0.7762, recall@top3: 0.8019, prec@top3: 0.6534, recall@top5: 0.9302, prec@top5: 0.4649, loss: 0.0449, grad_norm: 0.1098 2020-12-08 15:50:04,768 - mmaction - INFO - Epoch [7][580/1281] lr: 2.250e-01, eta: 7:22:26, time: 1.536, data_time: 0.001, memory: 10339, loss_action_cls: 0.0443, recall@thr=0.5: 0.6967, prec@thr=0.5: 0.7720, recall@top3: 0.8040, prec@top3: 0.6549, recall@top5: 0.9257, prec@top5: 0.4628, loss: 0.0443, grad_norm: 0.1111 2020-12-08 15:50:33,616 - mmaction - INFO - Epoch [7][600/1281] lr: 2.250e-01, eta: 7:21:52, time: 1.441, data_time: 0.002, memory: 10339, loss_action_cls: 0.0442, recall@thr=0.5: 0.6961, prec@thr=0.5: 0.7698, recall@top3: 0.7994, prec@top3: 0.6476, recall@top5: 0.9247, prec@top5: 0.4599, loss: 0.0442, grad_norm: 0.1089 2020-12-08 15:51:02,378 - mmaction - INFO - Epoch [7][620/1281] lr: 2.250e-01, eta: 7:21:17, time: 1.441, data_time: 0.003, memory: 10339, loss_action_cls: 0.0435, recall@thr=0.5: 0.6901, prec@thr=0.5: 0.7704, recall@top3: 0.8029, prec@top3: 0.6506, recall@top5: 0.9312, prec@top5: 0.4640, loss: 0.0435, grad_norm: 0.1139 2020-12-08 15:51:31,901 - mmaction - INFO - Epoch [7][640/1281] lr: 2.250e-01, eta: 7:20:44, time: 1.476, data_time: 0.001, memory: 10339, loss_action_cls: 0.0454, recall@thr=0.5: 0.6786, prec@thr=0.5: 0.7591, recall@top3: 0.7918, prec@top3: 0.6477, recall@top5: 0.9226, prec@top5: 0.4621, loss: 0.0454, grad_norm: 0.1251 2020-12-08 15:52:01,461 - mmaction - INFO - Epoch [7][660/1281] lr: 2.250e-01, eta: 7:20:12, time: 1.478, data_time: 0.022, memory: 10339, loss_action_cls: 0.0449, recall@thr=0.5: 0.6926, prec@thr=0.5: 0.7706, recall@top3: 0.7988, prec@top3: 0.6525, recall@top5: 0.9263, prec@top5: 0.4644, loss: 0.0449, grad_norm: 0.1135 2020-12-08 15:52:30,183 - mmaction - INFO - Epoch [7][680/1281] lr: 2.250e-01, eta: 7:19:37, time: 1.436, data_time: 0.002, memory: 10339, loss_action_cls: 0.0445, recall@thr=0.5: 0.6924, prec@thr=0.5: 0.7704, recall@top3: 0.8069, prec@top3: 0.6567, recall@top5: 0.9281, prec@top5: 0.4635, loss: 0.0445, grad_norm: 0.1066 2020-12-08 15:53:01,064 - mmaction - INFO - Epoch [7][700/1281] lr: 2.250e-01, eta: 7:19:07, time: 1.543, data_time: 0.002, memory: 10339, loss_action_cls: 0.0438, recall@thr=0.5: 0.6915, prec@thr=0.5: 0.7725, recall@top3: 0.8074, prec@top3: 0.6507, recall@top5: 0.9285, prec@top5: 0.4594, loss: 0.0438, grad_norm: 0.1051 2020-12-08 15:53:29,785 - mmaction - INFO - Epoch [7][720/1281] lr: 2.250e-01, eta: 7:18:33, time: 1.435, data_time: 0.003, memory: 10339, loss_action_cls: 0.0444, recall@thr=0.5: 0.6865, prec@thr=0.5: 0.7693, recall@top3: 0.8020, prec@top3: 0.6539, recall@top5: 0.9246, prec@top5: 0.4626, loss: 0.0444, grad_norm: 0.1167 2020-12-08 15:54:02,140 - mmaction - INFO - Epoch [7][740/1281] lr: 2.250e-01, eta: 7:18:06, time: 1.621, data_time: 0.005, memory: 10339, loss_action_cls: 0.0453, recall@thr=0.5: 0.6874, prec@thr=0.5: 0.7671, recall@top3: 0.7950, prec@top3: 0.6518, recall@top5: 0.9226, prec@top5: 0.4653, loss: 0.0453, grad_norm: 0.1150 2020-12-08 15:54:35,131 - mmaction - INFO - Epoch [7][760/1281] lr: 2.250e-01, eta: 7:17:40, time: 1.646, data_time: 0.021, memory: 10339, loss_action_cls: 0.0423, recall@thr=0.5: 0.7060, prec@thr=0.5: 0.7815, recall@top3: 0.8125, prec@top3: 0.6603, recall@top5: 0.9304, prec@top5: 0.4643, loss: 0.0423, grad_norm: 0.1069 2020-12-08 15:55:06,169 - mmaction - INFO - Epoch [7][780/1281] lr: 2.250e-01, eta: 7:17:11, time: 1.552, data_time: 0.006, memory: 10339, loss_action_cls: 0.0440, recall@thr=0.5: 0.6957, prec@thr=0.5: 0.7704, recall@top3: 0.8013, prec@top3: 0.6582, recall@top5: 0.9228, prec@top5: 0.4653, loss: 0.0440, grad_norm: 0.1066 2020-12-08 15:55:35,746 - mmaction - INFO - Epoch [7][800/1281] lr: 2.250e-01, eta: 7:16:38, time: 1.480, data_time: 0.005, memory: 10339, loss_action_cls: 0.0435, recall@thr=0.5: 0.6960, prec@thr=0.5: 0.7744, recall@top3: 0.8091, prec@top3: 0.6591, recall@top5: 0.9286, prec@top5: 0.4640, loss: 0.0435, grad_norm: 0.0992 2020-12-08 15:56:05,513 - mmaction - INFO - Epoch [7][820/1281] lr: 2.250e-01, eta: 7:16:06, time: 1.491, data_time: 0.004, memory: 10339, loss_action_cls: 0.0434, recall@thr=0.5: 0.7104, prec@thr=0.5: 0.7797, recall@top3: 0.8076, prec@top3: 0.6609, recall@top5: 0.9295, prec@top5: 0.4676, loss: 0.0434, grad_norm: 0.1131 2020-12-08 15:56:35,234 - mmaction - INFO - Epoch [7][840/1281] lr: 2.250e-01, eta: 7:15:34, time: 1.486, data_time: 0.001, memory: 10339, loss_action_cls: 0.0437, recall@thr=0.5: 0.7005, prec@thr=0.5: 0.7814, recall@top3: 0.8065, prec@top3: 0.6609, recall@top5: 0.9315, prec@top5: 0.4690, loss: 0.0437, grad_norm: 0.1035 2020-12-08 15:57:04,569 - mmaction - INFO - Epoch [7][860/1281] lr: 2.250e-01, eta: 7:15:01, time: 1.467, data_time: 0.036, memory: 10339, loss_action_cls: 0.0453, recall@thr=0.5: 0.6878, prec@thr=0.5: 0.7681, recall@top3: 0.7947, prec@top3: 0.6576, recall@top5: 0.9207, prec@top5: 0.4680, loss: 0.0453, grad_norm: 0.1050 2020-12-08 15:57:32,576 - mmaction - INFO - Epoch [7][880/1281] lr: 2.250e-01, eta: 7:14:25, time: 1.400, data_time: 0.002, memory: 10339, loss_action_cls: 0.0433, recall@thr=0.5: 0.6995, prec@thr=0.5: 0.7729, recall@top3: 0.8040, prec@top3: 0.6540, recall@top5: 0.9247, prec@top5: 0.4622, loss: 0.0433, grad_norm: 0.1090 2020-12-08 15:58:01,968 - mmaction - INFO - Epoch [7][900/1281] lr: 2.250e-01, eta: 7:13:52, time: 1.470, data_time: 0.002, memory: 10339, loss_action_cls: 0.0432, recall@thr=0.5: 0.6970, prec@thr=0.5: 0.7750, recall@top3: 0.8051, prec@top3: 0.6568, recall@top5: 0.9288, prec@top5: 0.4645, loss: 0.0432, grad_norm: 0.1012 2020-12-08 15:58:30,013 - mmaction - INFO - Epoch [7][920/1281] lr: 2.250e-01, eta: 7:13:16, time: 1.403, data_time: 0.001, memory: 10339, loss_action_cls: 0.0445, recall@thr=0.5: 0.6971, prec@thr=0.5: 0.7679, recall@top3: 0.8028, prec@top3: 0.6598, recall@top5: 0.9299, prec@top5: 0.4685, loss: 0.0445, grad_norm: 0.1161 2020-12-08 15:59:02,212 - mmaction - INFO - Epoch [7][940/1281] lr: 2.250e-01, eta: 7:12:49, time: 1.609, data_time: 0.001, memory: 10339, loss_action_cls: 0.0442, recall@thr=0.5: 0.6954, prec@thr=0.5: 0.7690, recall@top3: 0.8012, prec@top3: 0.6513, recall@top5: 0.9274, prec@top5: 0.4634, loss: 0.0442, grad_norm: 0.1195 2020-12-08 15:59:31,884 - mmaction - INFO - Epoch [7][960/1281] lr: 2.250e-01, eta: 7:12:17, time: 1.484, data_time: 0.002, memory: 10339, loss_action_cls: 0.0430, recall@thr=0.5: 0.7061, prec@thr=0.5: 0.7757, recall@top3: 0.8086, prec@top3: 0.6642, recall@top5: 0.9271, prec@top5: 0.4674, loss: 0.0430, grad_norm: 0.1068 2020-12-08 16:00:00,510 - mmaction - INFO - Epoch [7][980/1281] lr: 2.250e-01, eta: 7:11:42, time: 1.431, data_time: 0.085, memory: 10339, loss_action_cls: 0.0427, recall@thr=0.5: 0.7067, prec@thr=0.5: 0.7790, recall@top3: 0.8045, prec@top3: 0.6569, recall@top5: 0.9307, prec@top5: 0.4672, loss: 0.0427, grad_norm: 0.1052 2020-12-08 16:00:29,408 - mmaction - INFO - Epoch [7][1000/1281] lr: 2.250e-01, eta: 7:11:09, time: 1.443, data_time: 0.015, memory: 10339, loss_action_cls: 0.0441, recall@thr=0.5: 0.6914, prec@thr=0.5: 0.7674, recall@top3: 0.8004, prec@top3: 0.6568, recall@top5: 0.9269, prec@top5: 0.4665, loss: 0.0441, grad_norm: 0.1109 2020-12-08 16:00:58,501 - mmaction - INFO - Epoch [7][1020/1281] lr: 2.250e-01, eta: 7:10:35, time: 1.456, data_time: 0.003, memory: 10339, loss_action_cls: 0.0431, recall@thr=0.5: 0.7045, prec@thr=0.5: 0.7844, recall@top3: 0.8093, prec@top3: 0.6566, recall@top5: 0.9315, prec@top5: 0.4643, loss: 0.0431, grad_norm: 0.1048 2020-12-08 16:01:29,501 - mmaction - INFO - Epoch [7][1040/1281] lr: 2.250e-01, eta: 7:10:06, time: 1.547, data_time: 0.002, memory: 10339, loss_action_cls: 0.0439, recall@thr=0.5: 0.7007, prec@thr=0.5: 0.7719, recall@top3: 0.7992, prec@top3: 0.6532, recall@top5: 0.9235, prec@top5: 0.4636, loss: 0.0439, grad_norm: 0.1087 2020-12-08 16:01:57,930 - mmaction - INFO - Epoch [7][1060/1281] lr: 2.250e-01, eta: 7:09:31, time: 1.425, data_time: 0.004, memory: 10339, loss_action_cls: 0.0431, recall@thr=0.5: 0.6997, prec@thr=0.5: 0.7780, recall@top3: 0.7991, prec@top3: 0.6474, recall@top5: 0.9258, prec@top5: 0.4602, loss: 0.0431, grad_norm: 0.1107 2020-12-08 16:02:26,896 - mmaction - INFO - Epoch [7][1080/1281] lr: 2.250e-01, eta: 7:08:57, time: 1.448, data_time: 0.001, memory: 10339, loss_action_cls: 0.0434, recall@thr=0.5: 0.6910, prec@thr=0.5: 0.7718, recall@top3: 0.8032, prec@top3: 0.6521, recall@top5: 0.9260, prec@top5: 0.4608, loss: 0.0434, grad_norm: 0.1019 2020-12-08 16:02:57,285 - mmaction - INFO - Epoch [7][1100/1281] lr: 2.250e-01, eta: 7:08:27, time: 1.518, data_time: 0.001, memory: 10339, loss_action_cls: 0.0429, recall@thr=0.5: 0.7018, prec@thr=0.5: 0.7746, recall@top3: 0.8067, prec@top3: 0.6632, recall@top5: 0.9330, prec@top5: 0.4700, loss: 0.0429, grad_norm: 0.1114 2020-12-08 16:03:26,959 - mmaction - INFO - Epoch [7][1120/1281] lr: 2.250e-01, eta: 7:07:54, time: 1.484, data_time: 0.002, memory: 10339, loss_action_cls: 0.0437, recall@thr=0.5: 0.6954, prec@thr=0.5: 0.7731, recall@top3: 0.8027, prec@top3: 0.6592, recall@top5: 0.9281, prec@top5: 0.4675, loss: 0.0437, grad_norm: 0.1069 2020-12-08 16:03:58,702 - mmaction - INFO - Epoch [7][1140/1281] lr: 2.250e-01, eta: 7:07:26, time: 1.588, data_time: 0.002, memory: 10339, loss_action_cls: 0.0443, recall@thr=0.5: 0.7002, prec@thr=0.5: 0.7694, recall@top3: 0.8022, prec@top3: 0.6501, recall@top5: 0.9262, prec@top5: 0.4613, loss: 0.0443, grad_norm: 0.1038 2020-12-08 16:04:29,088 - mmaction - INFO - Epoch [7][1160/1281] lr: 2.250e-01, eta: 7:06:55, time: 1.516, data_time: 0.043, memory: 10339, loss_action_cls: 0.0426, recall@thr=0.5: 0.7023, prec@thr=0.5: 0.7839, recall@top3: 0.8052, prec@top3: 0.6582, recall@top5: 0.9279, prec@top5: 0.4662, loss: 0.0426, grad_norm: 0.1034 2020-12-08 16:04:56,780 - mmaction - INFO - Epoch [7][1180/1281] lr: 2.250e-01, eta: 7:06:19, time: 1.387, data_time: 0.004, memory: 10339, loss_action_cls: 0.0433, recall@thr=0.5: 0.6964, prec@thr=0.5: 0.7800, recall@top3: 0.8100, prec@top3: 0.6549, recall@top5: 0.9253, prec@top5: 0.4584, loss: 0.0433, grad_norm: 0.1065 2020-12-08 16:05:25,026 - mmaction - INFO - Epoch [7][1200/1281] lr: 2.250e-01, eta: 7:05:44, time: 1.412, data_time: 0.001, memory: 10339, loss_action_cls: 0.0430, recall@thr=0.5: 0.7013, prec@thr=0.5: 0.7798, recall@top3: 0.8076, prec@top3: 0.6637, recall@top5: 0.9316, prec@top5: 0.4707, loss: 0.0430, grad_norm: 0.1063 2020-12-08 16:05:56,683 - mmaction - INFO - Epoch [7][1220/1281] lr: 2.250e-01, eta: 7:05:16, time: 1.581, data_time: 0.002, memory: 10339, loss_action_cls: 0.0441, recall@thr=0.5: 0.6931, prec@thr=0.5: 0.7714, recall@top3: 0.8001, prec@top3: 0.6508, recall@top5: 0.9237, prec@top5: 0.4618, loss: 0.0441, grad_norm: 0.1123 2020-12-08 16:06:25,612 - mmaction - INFO - Epoch [7][1240/1281] lr: 2.250e-01, eta: 7:04:42, time: 1.447, data_time: 0.046, memory: 10339, loss_action_cls: 0.0435, recall@thr=0.5: 0.6901, prec@thr=0.5: 0.7753, recall@top3: 0.7981, prec@top3: 0.6598, recall@top5: 0.9233, prec@top5: 0.4692, loss: 0.0435, grad_norm: 0.1127 2020-12-08 16:06:54,018 - mmaction - INFO - Epoch [7][1260/1281] lr: 2.250e-01, eta: 7:04:08, time: 1.423, data_time: 0.003, memory: 10339, loss_action_cls: 0.0434, recall@thr=0.5: 0.6996, prec@thr=0.5: 0.7694, recall@top3: 0.8005, prec@top3: 0.6541, recall@top5: 0.9259, prec@top5: 0.4642, loss: 0.0434, grad_norm: 0.1124 2020-12-08 16:07:20,851 - mmaction - INFO - Epoch [7][1280/1281] lr: 2.250e-01, eta: 7:03:31, time: 1.342, data_time: 0.001, memory: 10339, loss_action_cls: 0.0427, recall@thr=0.5: 0.7067, prec@thr=0.5: 0.7809, recall@top3: 0.8097, prec@top3: 0.6603, recall@top5: 0.9312, prec@top5: 0.4668, loss: 0.0427, grad_norm: 0.1083 2020-12-08 16:07:23,391 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-12-08 16:16:25,157 - mmaction - INFO - Evaluating proposal ... 2020-12-08 16:17:32,717 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 16:17:32,718 - mmaction - INFO - Evaluating bbox ... 2020-12-08 16:25:25,672 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2419 2020-12-08 16:25:27,360 - mmaction - INFO - Epoch(val) [7][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2419 2020-12-08 16:26:45,756 - mmaction - INFO - Epoch [8][20/1281] lr: 2.250e-01, eta: 7:04:24, time: 3.911, data_time: 2.765, memory: 10339, loss_action_cls: 0.0407, recall@thr=0.5: 0.7259, prec@thr=0.5: 0.7969, recall@top3: 0.8211, prec@top3: 0.6707, recall@top5: 0.9358, prec@top5: 0.4706, loss: 0.0407, grad_norm: 0.1028 2020-12-08 16:27:16,230 - mmaction - INFO - Epoch [8][40/1281] lr: 2.250e-01, eta: 7:03:53, time: 1.524, data_time: 0.005, memory: 10339, loss_action_cls: 0.0428, recall@thr=0.5: 0.6989, prec@thr=0.5: 0.7776, recall@top3: 0.8079, prec@top3: 0.6608, recall@top5: 0.9281, prec@top5: 0.4668, loss: 0.0428, grad_norm: 0.1070 2020-12-08 16:27:51,646 - mmaction - INFO - Epoch [8][60/1281] lr: 2.250e-01, eta: 7:03:31, time: 1.772, data_time: 0.003, memory: 10339, loss_action_cls: 0.0408, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7913, recall@top3: 0.8197, prec@top3: 0.6659, recall@top5: 0.9356, prec@top5: 0.4669, loss: 0.0408, grad_norm: 0.1060 2020-12-08 16:28:20,413 - mmaction - INFO - Epoch [8][80/1281] lr: 2.250e-01, eta: 7:02:57, time: 1.437, data_time: 0.001, memory: 10339, loss_action_cls: 0.0418, recall@thr=0.5: 0.7185, prec@thr=0.5: 0.7934, recall@top3: 0.8188, prec@top3: 0.6670, recall@top5: 0.9358, prec@top5: 0.4698, loss: 0.0418, grad_norm: 0.1133 2020-12-08 16:28:54,687 - mmaction - INFO - Epoch [8][100/1281] lr: 2.250e-01, eta: 7:02:33, time: 1.713, data_time: 0.003, memory: 10339, loss_action_cls: 0.0424, recall@thr=0.5: 0.7029, prec@thr=0.5: 0.7862, recall@top3: 0.8089, prec@top3: 0.6602, recall@top5: 0.9282, prec@top5: 0.4657, loss: 0.0424, grad_norm: 0.1154 2020-12-08 16:29:28,812 - mmaction - INFO - Epoch [8][120/1281] lr: 2.250e-01, eta: 7:02:09, time: 1.709, data_time: 0.003, memory: 10339, loss_action_cls: 0.0419, recall@thr=0.5: 0.7143, prec@thr=0.5: 0.7935, recall@top3: 0.8182, prec@top3: 0.6676, recall@top5: 0.9313, prec@top5: 0.4676, loss: 0.0419, grad_norm: 0.1149 2020-12-08 16:29:57,870 - mmaction - INFO - Epoch [8][140/1281] lr: 2.250e-01, eta: 7:01:36, time: 1.451, data_time: 0.001, memory: 10339, loss_action_cls: 0.0430, recall@thr=0.5: 0.7081, prec@thr=0.5: 0.7791, recall@top3: 0.8071, prec@top3: 0.6633, recall@top5: 0.9292, prec@top5: 0.4691, loss: 0.0430, grad_norm: 0.1193 2020-12-08 16:30:28,484 - mmaction - INFO - Epoch [8][160/1281] lr: 2.250e-01, eta: 7:01:05, time: 1.532, data_time: 0.032, memory: 10339, loss_action_cls: 0.0409, recall@thr=0.5: 0.7171, prec@thr=0.5: 0.7923, recall@top3: 0.8165, prec@top3: 0.6688, recall@top5: 0.9340, prec@top5: 0.4701, loss: 0.0409, grad_norm: 0.1041 2020-12-08 16:30:59,997 - mmaction - INFO - Epoch [8][180/1281] lr: 2.250e-01, eta: 7:00:36, time: 1.575, data_time: 0.108, memory: 10339, loss_action_cls: 0.0419, recall@thr=0.5: 0.7114, prec@thr=0.5: 0.7868, recall@top3: 0.8083, prec@top3: 0.6632, recall@top5: 0.9306, prec@top5: 0.4690, loss: 0.0419, grad_norm: 0.1085 2020-12-08 16:31:32,650 - mmaction - INFO - Epoch [8][200/1281] lr: 2.250e-01, eta: 7:00:09, time: 1.632, data_time: 0.020, memory: 10339, loss_action_cls: 0.0414, recall@thr=0.5: 0.7124, prec@thr=0.5: 0.7848, recall@top3: 0.8177, prec@top3: 0.6672, recall@top5: 0.9350, prec@top5: 0.4678, loss: 0.0414, grad_norm: 0.1094 2020-12-08 16:32:03,345 - mmaction - INFO - Epoch [8][220/1281] lr: 2.250e-01, eta: 6:59:38, time: 1.533, data_time: 0.002, memory: 10339, loss_action_cls: 0.0405, recall@thr=0.5: 0.7125, prec@thr=0.5: 0.7834, recall@top3: 0.8126, prec@top3: 0.6640, recall@top5: 0.9327, prec@top5: 0.4678, loss: 0.0405, grad_norm: 0.1080 2020-12-08 16:32:36,676 - mmaction - INFO - Epoch [8][240/1281] lr: 2.250e-01, eta: 6:59:12, time: 1.668, data_time: 0.003, memory: 10339, loss_action_cls: 0.0427, recall@thr=0.5: 0.7052, prec@thr=0.5: 0.7785, recall@top3: 0.8088, prec@top3: 0.6603, recall@top5: 0.9265, prec@top5: 0.4649, loss: 0.0427, grad_norm: 0.1100 2020-12-08 16:33:04,863 - mmaction - INFO - Epoch [8][260/1281] lr: 2.250e-01, eta: 6:58:37, time: 1.411, data_time: 0.002, memory: 10339, loss_action_cls: 0.0421, recall@thr=0.5: 0.7057, prec@thr=0.5: 0.7780, recall@top3: 0.8098, prec@top3: 0.6611, recall@top5: 0.9278, prec@top5: 0.4656, loss: 0.0421, grad_norm: 0.1091 2020-12-08 16:33:35,028 - mmaction - INFO - Epoch [8][280/1281] lr: 2.250e-01, eta: 6:58:06, time: 1.507, data_time: 0.001, memory: 10339, loss_action_cls: 0.0417, recall@thr=0.5: 0.7148, prec@thr=0.5: 0.7851, recall@top3: 0.8121, prec@top3: 0.6676, recall@top5: 0.9336, prec@top5: 0.4713, loss: 0.0417, grad_norm: 0.1114 2020-12-08 16:34:07,961 - mmaction - INFO - Epoch [8][300/1281] lr: 2.250e-01, eta: 6:57:39, time: 1.646, data_time: 0.002, memory: 10339, loss_action_cls: 0.0427, recall@thr=0.5: 0.7044, prec@thr=0.5: 0.7806, recall@top3: 0.8119, prec@top3: 0.6654, recall@top5: 0.9352, prec@top5: 0.4708, loss: 0.0427, grad_norm: 0.1155 2020-12-08 16:34:37,143 - mmaction - INFO - Epoch [8][320/1281] lr: 2.250e-01, eta: 6:57:06, time: 1.461, data_time: 0.002, memory: 10339, loss_action_cls: 0.0412, recall@thr=0.5: 0.7118, prec@thr=0.5: 0.7873, recall@top3: 0.8137, prec@top3: 0.6579, recall@top5: 0.9307, prec@top5: 0.4627, loss: 0.0412, grad_norm: 0.1131 2020-12-08 16:35:08,523 - mmaction - INFO - Epoch [8][340/1281] lr: 2.250e-01, eta: 6:56:37, time: 1.569, data_time: 0.001, memory: 10339, loss_action_cls: 0.0409, recall@thr=0.5: 0.7170, prec@thr=0.5: 0.7876, recall@top3: 0.8161, prec@top3: 0.6588, recall@top5: 0.9349, prec@top5: 0.4641, loss: 0.0409, grad_norm: 0.1128 2020-12-08 16:35:38,163 - mmaction - INFO - Epoch [8][360/1281] lr: 2.250e-01, eta: 6:56:04, time: 1.482, data_time: 0.001, memory: 10339, loss_action_cls: 0.0423, recall@thr=0.5: 0.7071, prec@thr=0.5: 0.7791, recall@top3: 0.8049, prec@top3: 0.6609, recall@top5: 0.9291, prec@top5: 0.4686, loss: 0.0423, grad_norm: 0.1097 2020-12-08 16:36:09,138 - mmaction - INFO - Epoch [8][380/1281] lr: 2.250e-01, eta: 6:55:34, time: 1.546, data_time: 0.018, memory: 10339, loss_action_cls: 0.0418, recall@thr=0.5: 0.7092, prec@thr=0.5: 0.7835, recall@top3: 0.8086, prec@top3: 0.6618, recall@top5: 0.9327, prec@top5: 0.4686, loss: 0.0418, grad_norm: 0.1075 2020-12-08 16:36:38,774 - mmaction - INFO - Epoch [8][400/1281] lr: 2.250e-01, eta: 6:55:02, time: 1.484, data_time: 0.004, memory: 10339, loss_action_cls: 0.0437, recall@thr=0.5: 0.6936, prec@thr=0.5: 0.7750, recall@top3: 0.8059, prec@top3: 0.6507, recall@top5: 0.9240, prec@top5: 0.4588, loss: 0.0437, grad_norm: 0.1116 2020-12-08 16:37:08,504 - mmaction - INFO - Epoch [8][420/1281] lr: 2.250e-01, eta: 6:54:30, time: 1.485, data_time: 0.001, memory: 10339, loss_action_cls: 0.0420, recall@thr=0.5: 0.7011, prec@thr=0.5: 0.7841, recall@top3: 0.8045, prec@top3: 0.6579, recall@top5: 0.9254, prec@top5: 0.4646, loss: 0.0420, grad_norm: 0.1079 2020-12-08 16:37:37,601 - mmaction - INFO - Epoch [8][440/1281] lr: 2.250e-01, eta: 6:53:56, time: 1.454, data_time: 0.090, memory: 10339, loss_action_cls: 0.0423, recall@thr=0.5: 0.7082, prec@thr=0.5: 0.7804, recall@top3: 0.8093, prec@top3: 0.6622, recall@top5: 0.9303, prec@top5: 0.4673, loss: 0.0423, grad_norm: 0.1047 2020-12-08 16:38:08,085 - mmaction - INFO - Epoch [8][460/1281] lr: 2.250e-01, eta: 6:53:25, time: 1.523, data_time: 0.083, memory: 10339, loss_action_cls: 0.0419, recall@thr=0.5: 0.6995, prec@thr=0.5: 0.7768, recall@top3: 0.8096, prec@top3: 0.6586, recall@top5: 0.9308, prec@top5: 0.4654, loss: 0.0419, grad_norm: 0.1061 2020-12-08 16:38:37,536 - mmaction - INFO - Epoch [8][480/1281] lr: 2.250e-01, eta: 6:52:53, time: 1.474, data_time: 0.059, memory: 10339, loss_action_cls: 0.0409, recall@thr=0.5: 0.7201, prec@thr=0.5: 0.7852, recall@top3: 0.8153, prec@top3: 0.6663, recall@top5: 0.9364, prec@top5: 0.4692, loss: 0.0409, grad_norm: 0.1115 2020-12-08 16:39:09,369 - mmaction - INFO - Epoch [8][500/1281] lr: 2.250e-01, eta: 6:52:24, time: 1.594, data_time: 0.003, memory: 10339, loss_action_cls: 0.0426, recall@thr=0.5: 0.7009, prec@thr=0.5: 0.7824, recall@top3: 0.8089, prec@top3: 0.6596, recall@top5: 0.9295, prec@top5: 0.4650, loss: 0.0426, grad_norm: 0.1132 2020-12-08 16:39:38,337 - mmaction - INFO - Epoch [8][520/1281] lr: 2.250e-01, eta: 6:51:51, time: 1.446, data_time: 0.001, memory: 10339, loss_action_cls: 0.0411, recall@thr=0.5: 0.7120, prec@thr=0.5: 0.7812, recall@top3: 0.8112, prec@top3: 0.6585, recall@top5: 0.9308, prec@top5: 0.4648, loss: 0.0411, grad_norm: 0.1134 2020-12-08 16:40:08,855 - mmaction - INFO - Epoch [8][540/1281] lr: 2.250e-01, eta: 6:51:20, time: 1.527, data_time: 0.003, memory: 10339, loss_action_cls: 0.0422, recall@thr=0.5: 0.7041, prec@thr=0.5: 0.7767, recall@top3: 0.8069, prec@top3: 0.6558, recall@top5: 0.9326, prec@top5: 0.4662, loss: 0.0422, grad_norm: 0.1168 2020-12-08 16:40:37,807 - mmaction - INFO - Epoch [8][560/1281] lr: 2.250e-01, eta: 6:50:46, time: 1.448, data_time: 0.002, memory: 10339, loss_action_cls: 0.0430, recall@thr=0.5: 0.7065, prec@thr=0.5: 0.7867, recall@top3: 0.8072, prec@top3: 0.6590, recall@top5: 0.9263, prec@top5: 0.4652, loss: 0.0430, grad_norm: 0.1214 2020-12-08 16:41:05,949 - mmaction - INFO - Epoch [8][580/1281] lr: 2.250e-01, eta: 6:50:12, time: 1.408, data_time: 0.002, memory: 10339, loss_action_cls: 0.0426, recall@thr=0.5: 0.7010, prec@thr=0.5: 0.7729, recall@top3: 0.8072, prec@top3: 0.6589, recall@top5: 0.9329, prec@top5: 0.4681, loss: 0.0426, grad_norm: 0.1174 2020-12-08 16:41:35,050 - mmaction - INFO - Epoch [8][600/1281] lr: 2.250e-01, eta: 6:49:38, time: 1.455, data_time: 0.001, memory: 10339, loss_action_cls: 0.0410, recall@thr=0.5: 0.7225, prec@thr=0.5: 0.7911, recall@top3: 0.8113, prec@top3: 0.6607, recall@top5: 0.9313, prec@top5: 0.4666, loss: 0.0410, grad_norm: 0.1145 2020-12-08 16:42:05,525 - mmaction - INFO - Epoch [8][620/1281] lr: 2.250e-01, eta: 6:49:07, time: 1.521, data_time: 0.002, memory: 10339, loss_action_cls: 0.0420, recall@thr=0.5: 0.7045, prec@thr=0.5: 0.7762, recall@top3: 0.8097, prec@top3: 0.6642, recall@top5: 0.9298, prec@top5: 0.4682, loss: 0.0420, grad_norm: 0.1086 2020-12-08 16:42:34,537 - mmaction - INFO - Epoch [8][640/1281] lr: 2.250e-01, eta: 6:48:34, time: 1.453, data_time: 0.070, memory: 10339, loss_action_cls: 0.0419, recall@thr=0.5: 0.7055, prec@thr=0.5: 0.7793, recall@top3: 0.8112, prec@top3: 0.6603, recall@top5: 0.9316, prec@top5: 0.4658, loss: 0.0419, grad_norm: 0.1097 2020-12-08 16:43:06,658 - mmaction - INFO - Epoch [8][660/1281] lr: 2.250e-01, eta: 6:48:06, time: 1.606, data_time: 0.038, memory: 10339, loss_action_cls: 0.0425, recall@thr=0.5: 0.7018, prec@thr=0.5: 0.7771, recall@top3: 0.8096, prec@top3: 0.6544, recall@top5: 0.9297, prec@top5: 0.4617, loss: 0.0425, grad_norm: 0.1101 2020-12-08 16:43:33,620 - mmaction - INFO - Epoch [8][680/1281] lr: 2.250e-01, eta: 6:47:29, time: 1.348, data_time: 0.002, memory: 10339, loss_action_cls: 0.0422, recall@thr=0.5: 0.7092, prec@thr=0.5: 0.7824, recall@top3: 0.8113, prec@top3: 0.6636, recall@top5: 0.9294, prec@top5: 0.4665, loss: 0.0422, grad_norm: 0.1148 2020-12-08 16:44:03,034 - mmaction - INFO - Epoch [8][700/1281] lr: 2.250e-01, eta: 6:46:57, time: 1.470, data_time: 0.001, memory: 10339, loss_action_cls: 0.0411, recall@thr=0.5: 0.7046, prec@thr=0.5: 0.7851, recall@top3: 0.8120, prec@top3: 0.6580, recall@top5: 0.9330, prec@top5: 0.4643, loss: 0.0411, grad_norm: 0.1151 2020-12-08 16:44:31,948 - mmaction - INFO - Epoch [8][720/1281] lr: 2.250e-01, eta: 6:46:23, time: 1.444, data_time: 0.002, memory: 10339, loss_action_cls: 0.0427, recall@thr=0.5: 0.7030, prec@thr=0.5: 0.7793, recall@top3: 0.8080, prec@top3: 0.6603, recall@top5: 0.9281, prec@top5: 0.4656, loss: 0.0427, grad_norm: 0.1145 2020-12-08 16:45:01,200 - mmaction - INFO - Epoch [8][740/1281] lr: 2.250e-01, eta: 6:45:51, time: 1.463, data_time: 0.004, memory: 10339, loss_action_cls: 0.0414, recall@thr=0.5: 0.7137, prec@thr=0.5: 0.7873, recall@top3: 0.8148, prec@top3: 0.6700, recall@top5: 0.9335, prec@top5: 0.4705, loss: 0.0414, grad_norm: 0.1147 2020-12-08 16:45:32,298 - mmaction - INFO - Epoch [8][760/1281] lr: 2.250e-01, eta: 6:45:21, time: 1.555, data_time: 0.042, memory: 10339, loss_action_cls: 0.0422, recall@thr=0.5: 0.6991, prec@thr=0.5: 0.7767, recall@top3: 0.8076, prec@top3: 0.6586, recall@top5: 0.9277, prec@top5: 0.4653, loss: 0.0422, grad_norm: 0.1154 2020-12-08 16:46:00,821 - mmaction - INFO - Epoch [8][780/1281] lr: 2.250e-01, eta: 6:44:47, time: 1.425, data_time: 0.003, memory: 10339, loss_action_cls: 0.0421, recall@thr=0.5: 0.7050, prec@thr=0.5: 0.7760, recall@top3: 0.8128, prec@top3: 0.6565, recall@top5: 0.9306, prec@top5: 0.4615, loss: 0.0421, grad_norm: 0.1087 2020-12-08 16:46:30,989 - mmaction - INFO - Epoch [8][800/1281] lr: 2.250e-01, eta: 6:44:15, time: 1.512, data_time: 0.004, memory: 10339, loss_action_cls: 0.0413, recall@thr=0.5: 0.7086, prec@thr=0.5: 0.7874, recall@top3: 0.8118, prec@top3: 0.6640, recall@top5: 0.9292, prec@top5: 0.4675, loss: 0.0413, grad_norm: 0.1080 2020-12-08 16:47:02,895 - mmaction - INFO - Epoch [8][820/1281] lr: 2.250e-01, eta: 6:43:47, time: 1.593, data_time: 0.002, memory: 10339, loss_action_cls: 0.0405, recall@thr=0.5: 0.7165, prec@thr=0.5: 0.7897, recall@top3: 0.8167, prec@top3: 0.6655, recall@top5: 0.9373, prec@top5: 0.4682, loss: 0.0405, grad_norm: 0.1074 2020-12-08 16:47:31,516 - mmaction - INFO - Epoch [8][840/1281] lr: 2.250e-01, eta: 6:43:13, time: 1.429, data_time: 0.004, memory: 10339, loss_action_cls: 0.0415, recall@thr=0.5: 0.7049, prec@thr=0.5: 0.7808, recall@top3: 0.8085, prec@top3: 0.6608, recall@top5: 0.9335, prec@top5: 0.4680, loss: 0.0415, grad_norm: 0.1174 2020-12-08 16:48:00,398 - mmaction - INFO - Epoch [8][860/1281] lr: 2.250e-01, eta: 6:42:40, time: 1.447, data_time: 0.006, memory: 10339, loss_action_cls: 0.0424, recall@thr=0.5: 0.7072, prec@thr=0.5: 0.7735, recall@top3: 0.8057, prec@top3: 0.6539, recall@top5: 0.9284, prec@top5: 0.4645, loss: 0.0424, grad_norm: 0.1099 2020-12-08 16:48:30,663 - mmaction - INFO - Epoch [8][880/1281] lr: 2.250e-01, eta: 6:42:09, time: 1.513, data_time: 0.003, memory: 10339, loss_action_cls: 0.0412, recall@thr=0.5: 0.7121, prec@thr=0.5: 0.7829, recall@top3: 0.8157, prec@top3: 0.6597, recall@top5: 0.9314, prec@top5: 0.4635, loss: 0.0412, grad_norm: 0.1131 2020-12-08 16:49:00,988 - mmaction - INFO - Epoch [8][900/1281] lr: 2.250e-01, eta: 6:41:38, time: 1.518, data_time: 0.020, memory: 10339, loss_action_cls: 0.0417, recall@thr=0.5: 0.7109, prec@thr=0.5: 0.7906, recall@top3: 0.8132, prec@top3: 0.6698, recall@top5: 0.9299, prec@top5: 0.4694, loss: 0.0417, grad_norm: 0.1066 2020-12-08 16:49:30,010 - mmaction - INFO - Epoch [8][920/1281] lr: 2.250e-01, eta: 6:41:04, time: 1.449, data_time: 0.002, memory: 10339, loss_action_cls: 0.0407, recall@thr=0.5: 0.7203, prec@thr=0.5: 0.7882, recall@top3: 0.8166, prec@top3: 0.6651, recall@top5: 0.9355, prec@top5: 0.4690, loss: 0.0407, grad_norm: 0.1036 2020-12-08 16:50:00,644 - mmaction - INFO - Epoch [8][940/1281] lr: 2.250e-01, eta: 6:40:34, time: 1.535, data_time: 0.004, memory: 10339, loss_action_cls: 0.0422, recall@thr=0.5: 0.7030, prec@thr=0.5: 0.7824, recall@top3: 0.8085, prec@top3: 0.6671, recall@top5: 0.9304, prec@top5: 0.4713, loss: 0.0422, grad_norm: 0.1104 2020-12-08 16:50:29,895 - mmaction - INFO - Epoch [8][960/1281] lr: 2.250e-01, eta: 6:40:01, time: 1.463, data_time: 0.002, memory: 10339, loss_action_cls: 0.0417, recall@thr=0.5: 0.7065, prec@thr=0.5: 0.7803, recall@top3: 0.8087, prec@top3: 0.6605, recall@top5: 0.9327, prec@top5: 0.4683, loss: 0.0417, grad_norm: 0.1144 2020-12-08 16:50:59,216 - mmaction - INFO - Epoch [8][980/1281] lr: 2.250e-01, eta: 6:39:29, time: 1.464, data_time: 0.096, memory: 10339, loss_action_cls: 0.0418, recall@thr=0.5: 0.7098, prec@thr=0.5: 0.7819, recall@top3: 0.8102, prec@top3: 0.6674, recall@top5: 0.9324, prec@top5: 0.4719, loss: 0.0418, grad_norm: 0.1102 2020-12-08 16:51:30,126 - mmaction - INFO - Epoch [8][1000/1281] lr: 2.250e-01, eta: 6:38:59, time: 1.547, data_time: 0.003, memory: 10339, loss_action_cls: 0.0411, recall@thr=0.5: 0.7126, prec@thr=0.5: 0.7823, recall@top3: 0.8098, prec@top3: 0.6595, recall@top5: 0.9348, prec@top5: 0.4677, loss: 0.0411, grad_norm: 0.1160 2020-12-08 16:52:00,742 - mmaction - INFO - Epoch [8][1020/1281] lr: 2.250e-01, eta: 6:38:28, time: 1.530, data_time: 0.001, memory: 10339, loss_action_cls: 0.0410, recall@thr=0.5: 0.7141, prec@thr=0.5: 0.7823, recall@top3: 0.8140, prec@top3: 0.6614, recall@top5: 0.9329, prec@top5: 0.4653, loss: 0.0410, grad_norm: 0.1068 2020-12-08 16:52:31,541 - mmaction - INFO - Epoch [8][1040/1281] lr: 2.250e-01, eta: 6:37:58, time: 1.540, data_time: 0.065, memory: 10339, loss_action_cls: 0.0413, recall@thr=0.5: 0.7106, prec@thr=0.5: 0.7888, recall@top3: 0.8163, prec@top3: 0.6645, recall@top5: 0.9354, prec@top5: 0.4676, loss: 0.0413, grad_norm: 0.1036 2020-12-08 16:53:02,370 - mmaction - INFO - Epoch [8][1060/1281] lr: 2.250e-01, eta: 6:37:28, time: 1.541, data_time: 0.002, memory: 10339, loss_action_cls: 0.0401, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.7935, recall@top3: 0.8197, prec@top3: 0.6642, recall@top5: 0.9312, prec@top5: 0.4634, loss: 0.0401, grad_norm: 0.1076 2020-12-08 16:53:33,843 - mmaction - INFO - Epoch [8][1080/1281] lr: 2.250e-01, eta: 6:36:58, time: 1.574, data_time: 0.002, memory: 10339, loss_action_cls: 0.0406, recall@thr=0.5: 0.7211, prec@thr=0.5: 0.7897, recall@top3: 0.8122, prec@top3: 0.6658, recall@top5: 0.9331, prec@top5: 0.4711, loss: 0.0406, grad_norm: 0.1160 2020-12-08 16:54:05,481 - mmaction - INFO - Epoch [8][1100/1281] lr: 2.250e-01, eta: 6:36:29, time: 1.581, data_time: 0.001, memory: 10339, loss_action_cls: 0.0404, recall@thr=0.5: 0.7173, prec@thr=0.5: 0.7879, recall@top3: 0.8149, prec@top3: 0.6624, recall@top5: 0.9360, prec@top5: 0.4662, loss: 0.0404, grad_norm: 0.1041 2020-12-08 16:54:34,644 - mmaction - INFO - Epoch [8][1120/1281] lr: 2.250e-01, eta: 6:35:57, time: 1.455, data_time: 0.002, memory: 10339, loss_action_cls: 0.0417, recall@thr=0.5: 0.7174, prec@thr=0.5: 0.7833, recall@top3: 0.8090, prec@top3: 0.6710, recall@top5: 0.9296, prec@top5: 0.4735, loss: 0.0417, grad_norm: 0.1061 2020-12-08 16:55:03,133 - mmaction - INFO - Epoch [8][1140/1281] lr: 2.250e-01, eta: 6:35:23, time: 1.425, data_time: 0.005, memory: 10339, loss_action_cls: 0.0422, recall@thr=0.5: 0.6933, prec@thr=0.5: 0.7717, recall@top3: 0.8018, prec@top3: 0.6550, recall@top5: 0.9277, prec@top5: 0.4658, loss: 0.0422, grad_norm: 0.1132 2020-12-08 16:55:33,068 - mmaction - INFO - Epoch [8][1160/1281] lr: 2.250e-01, eta: 6:34:51, time: 1.500, data_time: 0.005, memory: 10339, loss_action_cls: 0.0412, recall@thr=0.5: 0.7086, prec@thr=0.5: 0.7787, recall@top3: 0.8109, prec@top3: 0.6640, recall@top5: 0.9345, prec@top5: 0.4696, loss: 0.0412, grad_norm: 0.1112 2020-12-08 16:56:02,986 - mmaction - INFO - Epoch [8][1180/1281] lr: 2.250e-01, eta: 6:34:20, time: 1.496, data_time: 0.001, memory: 10339, loss_action_cls: 0.0409, recall@thr=0.5: 0.7106, prec@thr=0.5: 0.7856, recall@top3: 0.8133, prec@top3: 0.6595, recall@top5: 0.9314, prec@top5: 0.4637, loss: 0.0409, grad_norm: 0.1099 2020-12-08 16:56:36,336 - mmaction - INFO - Epoch [8][1200/1281] lr: 2.250e-01, eta: 6:33:53, time: 1.667, data_time: 0.001, memory: 10339, loss_action_cls: 0.0416, recall@thr=0.5: 0.7029, prec@thr=0.5: 0.7738, recall@top3: 0.8106, prec@top3: 0.6501, recall@top5: 0.9310, prec@top5: 0.4585, loss: 0.0416, grad_norm: 0.1076 2020-12-08 16:57:07,218 - mmaction - INFO - Epoch [8][1220/1281] lr: 2.250e-01, eta: 6:33:23, time: 1.542, data_time: 0.040, memory: 10339, loss_action_cls: 0.0400, recall@thr=0.5: 0.7165, prec@thr=0.5: 0.7903, recall@top3: 0.8189, prec@top3: 0.6644, recall@top5: 0.9362, prec@top5: 0.4669, loss: 0.0400, grad_norm: 0.1106 2020-12-08 16:57:41,821 - mmaction - INFO - Epoch [8][1240/1281] lr: 2.250e-01, eta: 6:32:59, time: 1.733, data_time: 0.004, memory: 10339, loss_action_cls: 0.0404, recall@thr=0.5: 0.7196, prec@thr=0.5: 0.7918, recall@top3: 0.8189, prec@top3: 0.6691, recall@top5: 0.9331, prec@top5: 0.4666, loss: 0.0404, grad_norm: 0.1085 2020-12-08 16:58:11,472 - mmaction - INFO - Epoch [8][1260/1281] lr: 2.250e-01, eta: 6:32:27, time: 1.482, data_time: 0.001, memory: 10339, loss_action_cls: 0.0423, recall@thr=0.5: 0.7094, prec@thr=0.5: 0.7839, recall@top3: 0.8062, prec@top3: 0.6599, recall@top5: 0.9286, prec@top5: 0.4665, loss: 0.0423, grad_norm: 0.1170 2020-12-08 16:58:39,182 - mmaction - INFO - Epoch [8][1280/1281] lr: 2.250e-01, eta: 6:31:52, time: 1.386, data_time: 0.001, memory: 10339, loss_action_cls: 0.0411, recall@thr=0.5: 0.7184, prec@thr=0.5: 0.7845, recall@top3: 0.8121, prec@top3: 0.6666, recall@top5: 0.9283, prec@top5: 0.4696, loss: 0.0411, grad_norm: 0.1117 2020-12-08 16:58:42,810 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-12-08 17:07:51,469 - mmaction - INFO - Evaluating proposal ... 2020-12-08 17:08:59,858 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 17:08:59,859 - mmaction - INFO - Evaluating bbox ... 2020-12-08 17:16:39,783 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2376 2020-12-08 17:16:41,034 - mmaction - INFO - Epoch(val) [8][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2376 2020-12-08 17:18:01,501 - mmaction - INFO - Epoch [9][20/1281] lr: 2.250e-01, eta: 6:32:32, time: 4.015, data_time: 2.872, memory: 10339, loss_action_cls: 0.0397, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.7912, recall@top3: 0.8265, prec@top3: 0.6735, recall@top5: 0.9375, prec@top5: 0.4701, loss: 0.0397, grad_norm: 0.1042 2020-12-08 17:18:30,529 - mmaction - INFO - Epoch [9][40/1281] lr: 2.250e-01, eta: 6:31:58, time: 1.452, data_time: 0.165, memory: 10339, loss_action_cls: 0.0402, recall@thr=0.5: 0.7198, prec@thr=0.5: 0.7928, recall@top3: 0.8200, prec@top3: 0.6606, recall@top5: 0.9371, prec@top5: 0.4634, loss: 0.0402, grad_norm: 0.1107 2020-12-08 17:19:00,200 - mmaction - INFO - Epoch [9][60/1281] lr: 2.250e-01, eta: 6:31:26, time: 1.485, data_time: 0.057, memory: 10339, loss_action_cls: 0.0401, recall@thr=0.5: 0.7206, prec@thr=0.5: 0.7966, recall@top3: 0.8193, prec@top3: 0.6629, recall@top5: 0.9352, prec@top5: 0.4662, loss: 0.0401, grad_norm: 0.1120 2020-12-08 17:19:33,772 - mmaction - INFO - Epoch [9][80/1281] lr: 2.250e-01, eta: 6:31:00, time: 1.677, data_time: 0.001, memory: 10339, loss_action_cls: 0.0389, recall@thr=0.5: 0.7268, prec@thr=0.5: 0.7936, recall@top3: 0.8185, prec@top3: 0.6684, recall@top5: 0.9369, prec@top5: 0.4707, loss: 0.0389, grad_norm: 0.1106 2020-12-08 17:20:00,330 - mmaction - INFO - Epoch [9][100/1281] lr: 2.250e-01, eta: 6:30:23, time: 1.331, data_time: 0.003, memory: 10339, loss_action_cls: 0.0399, recall@thr=0.5: 0.7227, prec@thr=0.5: 0.8015, recall@top3: 0.8214, prec@top3: 0.6832, recall@top5: 0.9364, prec@top5: 0.4778, loss: 0.0399, grad_norm: 0.1137 2020-12-08 17:20:28,676 - mmaction - INFO - Epoch [9][120/1281] lr: 2.250e-01, eta: 6:29:49, time: 1.415, data_time: 0.021, memory: 10339, loss_action_cls: 0.0399, recall@thr=0.5: 0.7242, prec@thr=0.5: 0.7929, recall@top3: 0.8192, prec@top3: 0.6702, recall@top5: 0.9341, prec@top5: 0.4693, loss: 0.0399, grad_norm: 0.1119 2020-12-08 17:20:58,333 - mmaction - INFO - Epoch [9][140/1281] lr: 2.250e-01, eta: 6:29:17, time: 1.484, data_time: 0.003, memory: 10339, loss_action_cls: 0.0384, recall@thr=0.5: 0.7332, prec@thr=0.5: 0.8008, recall@top3: 0.8277, prec@top3: 0.6748, recall@top5: 0.9392, prec@top5: 0.4704, loss: 0.0384, grad_norm: 0.1101 2020-12-08 17:21:27,262 - mmaction - INFO - Epoch [9][160/1281] lr: 2.250e-01, eta: 6:28:44, time: 1.447, data_time: 0.006, memory: 10339, loss_action_cls: 0.0389, recall@thr=0.5: 0.7221, prec@thr=0.5: 0.7971, recall@top3: 0.8220, prec@top3: 0.6682, recall@top5: 0.9358, prec@top5: 0.4678, loss: 0.0389, grad_norm: 0.1189 2020-12-08 17:21:58,781 - mmaction - INFO - Epoch [9][180/1281] lr: 2.250e-01, eta: 6:28:14, time: 1.577, data_time: 0.133, memory: 10339, loss_action_cls: 0.0399, recall@thr=0.5: 0.7164, prec@thr=0.5: 0.7845, recall@top3: 0.8165, prec@top3: 0.6655, recall@top5: 0.9351, prec@top5: 0.4681, loss: 0.0399, grad_norm: 0.1222 2020-12-08 17:22:29,831 - mmaction - INFO - Epoch [9][200/1281] lr: 2.250e-01, eta: 6:27:44, time: 1.549, data_time: 0.395, memory: 10339, loss_action_cls: 0.0403, recall@thr=0.5: 0.7162, prec@thr=0.5: 0.7940, recall@top3: 0.8152, prec@top3: 0.6667, recall@top5: 0.9357, prec@top5: 0.4703, loss: 0.0403, grad_norm: 0.1116 2020-12-08 17:23:01,763 - mmaction - INFO - Epoch [9][220/1281] lr: 2.250e-01, eta: 6:27:15, time: 1.598, data_time: 0.464, memory: 10339, loss_action_cls: 0.0397, recall@thr=0.5: 0.7233, prec@thr=0.5: 0.7928, recall@top3: 0.8251, prec@top3: 0.6633, recall@top5: 0.9372, prec@top5: 0.4643, loss: 0.0397, grad_norm: 0.1183 2020-12-08 17:23:28,758 - mmaction - INFO - Epoch [9][240/1281] lr: 2.250e-01, eta: 6:26:39, time: 1.349, data_time: 0.192, memory: 10339, loss_action_cls: 0.0407, recall@thr=0.5: 0.7260, prec@thr=0.5: 0.7908, recall@top3: 0.8139, prec@top3: 0.6745, recall@top5: 0.9348, prec@top5: 0.4774, loss: 0.0407, grad_norm: 0.1101 2020-12-08 17:23:57,643 - mmaction - INFO - Epoch [9][260/1281] lr: 2.250e-01, eta: 6:26:06, time: 1.446, data_time: 0.014, memory: 10339, loss_action_cls: 0.0394, recall@thr=0.5: 0.7200, prec@thr=0.5: 0.7935, recall@top3: 0.8196, prec@top3: 0.6704, recall@top5: 0.9380, prec@top5: 0.4717, loss: 0.0394, grad_norm: 0.1180 2020-12-08 17:24:28,265 - mmaction - INFO - Epoch [9][280/1281] lr: 2.250e-01, eta: 6:25:35, time: 1.532, data_time: 0.061, memory: 10339, loss_action_cls: 0.0406, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.7894, recall@top3: 0.8169, prec@top3: 0.6611, recall@top5: 0.9319, prec@top5: 0.4636, loss: 0.0406, grad_norm: 0.1165 2020-12-08 17:24:56,388 - mmaction - INFO - Epoch [9][300/1281] lr: 2.250e-01, eta: 6:25:01, time: 1.406, data_time: 0.008, memory: 10339, loss_action_cls: 0.0415, recall@thr=0.5: 0.7101, prec@thr=0.5: 0.7823, recall@top3: 0.8126, prec@top3: 0.6601, recall@top5: 0.9310, prec@top5: 0.4659, loss: 0.0415, grad_norm: 0.1291 2020-12-08 17:25:27,845 - mmaction - INFO - Epoch [9][320/1281] lr: 2.250e-01, eta: 6:24:32, time: 1.570, data_time: 0.218, memory: 10339, loss_action_cls: 0.0403, recall@thr=0.5: 0.7229, prec@thr=0.5: 0.7963, recall@top3: 0.8232, prec@top3: 0.6707, recall@top5: 0.9384, prec@top5: 0.4699, loss: 0.0403, grad_norm: 0.1126 2020-12-08 17:25:57,554 - mmaction - INFO - Epoch [9][340/1281] lr: 2.250e-01, eta: 6:24:00, time: 1.488, data_time: 0.029, memory: 10339, loss_action_cls: 0.0391, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.7983, recall@top3: 0.8229, prec@top3: 0.6690, recall@top5: 0.9373, prec@top5: 0.4679, loss: 0.0391, grad_norm: 0.1064 2020-12-08 17:26:26,022 - mmaction - INFO - Epoch [9][360/1281] lr: 2.250e-01, eta: 6:23:26, time: 1.421, data_time: 0.001, memory: 10339, loss_action_cls: 0.0399, recall@thr=0.5: 0.7254, prec@thr=0.5: 0.7929, recall@top3: 0.8149, prec@top3: 0.6637, recall@top5: 0.9328, prec@top5: 0.4667, loss: 0.0399, grad_norm: 0.1207 2020-12-08 17:26:56,700 - mmaction - INFO - Epoch [9][380/1281] lr: 2.250e-01, eta: 6:22:55, time: 1.536, data_time: 0.028, memory: 10339, loss_action_cls: 0.0386, recall@thr=0.5: 0.7262, prec@thr=0.5: 0.7939, recall@top3: 0.8253, prec@top3: 0.6784, recall@top5: 0.9395, prec@top5: 0.4747, loss: 0.0386, grad_norm: 0.1113 2020-12-08 17:27:24,927 - mmaction - INFO - Epoch [9][400/1281] lr: 2.250e-01, eta: 6:22:21, time: 1.412, data_time: 0.140, memory: 10339, loss_action_cls: 0.0406, recall@thr=0.5: 0.7177, prec@thr=0.5: 0.7889, recall@top3: 0.8135, prec@top3: 0.6631, recall@top5: 0.9329, prec@top5: 0.4681, loss: 0.0406, grad_norm: 0.1091 2020-12-08 17:27:55,102 - mmaction - INFO - Epoch [9][420/1281] lr: 2.250e-01, eta: 6:21:50, time: 1.506, data_time: 0.013, memory: 10339, loss_action_cls: 0.0402, recall@thr=0.5: 0.7228, prec@thr=0.5: 0.7982, recall@top3: 0.8167, prec@top3: 0.6664, recall@top5: 0.9380, prec@top5: 0.4704, loss: 0.0402, grad_norm: 0.1190 2020-12-08 17:28:24,193 - mmaction - INFO - Epoch [9][440/1281] lr: 2.250e-01, eta: 6:21:17, time: 1.457, data_time: 0.004, memory: 10339, loss_action_cls: 0.0403, recall@thr=0.5: 0.7155, prec@thr=0.5: 0.7899, recall@top3: 0.8156, prec@top3: 0.6662, recall@top5: 0.9339, prec@top5: 0.4684, loss: 0.0403, grad_norm: 0.1124 2020-12-08 17:28:51,880 - mmaction - INFO - Epoch [9][460/1281] lr: 2.250e-01, eta: 6:20:42, time: 1.385, data_time: 0.002, memory: 10339, loss_action_cls: 0.0401, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.7933, recall@top3: 0.8167, prec@top3: 0.6702, recall@top5: 0.9369, prec@top5: 0.4713, loss: 0.0401, grad_norm: 0.1099 2020-12-08 17:29:22,428 - mmaction - INFO - Epoch [9][480/1281] lr: 2.250e-01, eta: 6:20:12, time: 1.528, data_time: 0.216, memory: 10339, loss_action_cls: 0.0401, recall@thr=0.5: 0.7150, prec@thr=0.5: 0.7860, recall@top3: 0.8148, prec@top3: 0.6625, recall@top5: 0.9347, prec@top5: 0.4664, loss: 0.0401, grad_norm: 0.1045 2020-12-08 17:29:52,028 - mmaction - INFO - Epoch [9][500/1281] lr: 2.250e-01, eta: 6:19:39, time: 1.479, data_time: 0.191, memory: 10339, loss_action_cls: 0.0398, recall@thr=0.5: 0.7191, prec@thr=0.5: 0.7970, recall@top3: 0.8206, prec@top3: 0.6711, recall@top5: 0.9356, prec@top5: 0.4696, loss: 0.0398, grad_norm: 0.1173 2020-12-08 17:30:19,364 - mmaction - INFO - Epoch [9][520/1281] lr: 2.250e-01, eta: 6:19:04, time: 1.365, data_time: 0.002, memory: 10339, loss_action_cls: 0.0401, recall@thr=0.5: 0.7235, prec@thr=0.5: 0.7951, recall@top3: 0.8229, prec@top3: 0.6726, recall@top5: 0.9371, prec@top5: 0.4711, loss: 0.0401, grad_norm: 0.1172 2020-12-08 17:30:48,974 - mmaction - INFO - Epoch [9][540/1281] lr: 2.250e-01, eta: 6:18:32, time: 1.481, data_time: 0.004, memory: 10339, loss_action_cls: 0.0405, recall@thr=0.5: 0.7127, prec@thr=0.5: 0.7888, recall@top3: 0.8117, prec@top3: 0.6564, recall@top5: 0.9323, prec@top5: 0.4636, loss: 0.0405, grad_norm: 0.1193 2020-12-08 17:31:18,820 - mmaction - INFO - Epoch [9][560/1281] lr: 2.250e-01, eta: 6:18:01, time: 1.492, data_time: 0.003, memory: 10339, loss_action_cls: 0.0412, recall@thr=0.5: 0.7075, prec@thr=0.5: 0.7800, recall@top3: 0.8162, prec@top3: 0.6675, recall@top5: 0.9307, prec@top5: 0.4679, loss: 0.0412, grad_norm: 0.1236 2020-12-08 17:31:47,905 - mmaction - INFO - Epoch [9][580/1281] lr: 2.250e-01, eta: 6:17:28, time: 1.455, data_time: 0.003, memory: 10339, loss_action_cls: 0.0404, recall@thr=0.5: 0.7151, prec@thr=0.5: 0.7935, recall@top3: 0.8173, prec@top3: 0.6649, recall@top5: 0.9332, prec@top5: 0.4664, loss: 0.0404, grad_norm: 0.1120 2020-12-08 17:32:19,196 - mmaction - INFO - Epoch [9][600/1281] lr: 2.250e-01, eta: 6:16:58, time: 1.564, data_time: 0.003, memory: 10339, loss_action_cls: 0.0403, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7891, recall@top3: 0.8150, prec@top3: 0.6628, recall@top5: 0.9348, prec@top5: 0.4678, loss: 0.0403, grad_norm: 0.1175 2020-12-08 17:32:46,378 - mmaction - INFO - Epoch [9][620/1281] lr: 2.250e-01, eta: 6:16:23, time: 1.361, data_time: 0.003, memory: 10339, loss_action_cls: 0.0395, recall@thr=0.5: 0.7187, prec@thr=0.5: 0.7864, recall@top3: 0.8158, prec@top3: 0.6658, recall@top5: 0.9362, prec@top5: 0.4698, loss: 0.0395, grad_norm: 0.1156 2020-12-08 17:33:17,276 - mmaction - INFO - Epoch [9][640/1281] lr: 2.250e-01, eta: 6:15:53, time: 1.542, data_time: 0.001, memory: 10339, loss_action_cls: 0.0395, recall@thr=0.5: 0.7193, prec@thr=0.5: 0.7966, recall@top3: 0.8197, prec@top3: 0.6657, recall@top5: 0.9370, prec@top5: 0.4674, loss: 0.0395, grad_norm: 0.1098 2020-12-08 17:33:46,058 - mmaction - INFO - Epoch [9][660/1281] lr: 2.250e-01, eta: 6:15:20, time: 1.441, data_time: 0.004, memory: 10339, loss_action_cls: 0.0399, recall@thr=0.5: 0.7181, prec@thr=0.5: 0.7887, recall@top3: 0.8160, prec@top3: 0.6654, recall@top5: 0.9340, prec@top5: 0.4672, loss: 0.0399, grad_norm: 0.1098 2020-12-08 17:34:15,234 - mmaction - INFO - Epoch [9][680/1281] lr: 2.250e-01, eta: 6:14:47, time: 1.458, data_time: 0.002, memory: 10339, loss_action_cls: 0.0400, recall@thr=0.5: 0.7186, prec@thr=0.5: 0.7864, recall@top3: 0.8210, prec@top3: 0.6651, recall@top5: 0.9333, prec@top5: 0.4646, loss: 0.0400, grad_norm: 0.1157 2020-12-08 17:34:43,571 - mmaction - INFO - Epoch [9][700/1281] lr: 2.250e-01, eta: 6:14:13, time: 1.418, data_time: 0.002, memory: 10339, loss_action_cls: 0.0393, recall@thr=0.5: 0.7220, prec@thr=0.5: 0.7940, recall@top3: 0.8197, prec@top3: 0.6739, recall@top5: 0.9373, prec@top5: 0.4741, loss: 0.0393, grad_norm: 0.1105 2020-12-08 17:35:12,430 - mmaction - INFO - Epoch [9][720/1281] lr: 2.250e-01, eta: 6:13:40, time: 1.441, data_time: 0.048, memory: 10339, loss_action_cls: 0.0398, recall@thr=0.5: 0.7189, prec@thr=0.5: 0.7916, recall@top3: 0.8156, prec@top3: 0.6623, recall@top5: 0.9332, prec@top5: 0.4663, loss: 0.0398, grad_norm: 0.1081 2020-12-08 17:35:44,054 - mmaction - INFO - Epoch [9][740/1281] lr: 2.250e-01, eta: 6:13:11, time: 1.582, data_time: 0.243, memory: 10339, loss_action_cls: 0.0399, recall@thr=0.5: 0.7199, prec@thr=0.5: 0.7867, recall@top3: 0.8157, prec@top3: 0.6673, recall@top5: 0.9317, prec@top5: 0.4684, loss: 0.0399, grad_norm: 0.1163 2020-12-08 17:36:14,574 - mmaction - INFO - Epoch [9][760/1281] lr: 2.250e-01, eta: 6:12:40, time: 1.526, data_time: 0.282, memory: 10339, loss_action_cls: 0.0389, recall@thr=0.5: 0.7253, prec@thr=0.5: 0.7977, recall@top3: 0.8267, prec@top3: 0.6744, recall@top5: 0.9388, prec@top5: 0.4699, loss: 0.0389, grad_norm: 0.1114 2020-12-08 17:36:43,011 - mmaction - INFO - Epoch [9][780/1281] lr: 2.250e-01, eta: 6:12:07, time: 1.423, data_time: 0.007, memory: 10339, loss_action_cls: 0.0394, recall@thr=0.5: 0.7221, prec@thr=0.5: 0.7924, recall@top3: 0.8194, prec@top3: 0.6685, recall@top5: 0.9397, prec@top5: 0.4716, loss: 0.0394, grad_norm: 0.1141 2020-12-08 17:37:14,434 - mmaction - INFO - Epoch [9][800/1281] lr: 2.250e-01, eta: 6:11:37, time: 1.569, data_time: 0.001, memory: 10339, loss_action_cls: 0.0401, recall@thr=0.5: 0.7183, prec@thr=0.5: 0.7902, recall@top3: 0.8127, prec@top3: 0.6635, recall@top5: 0.9333, prec@top5: 0.4689, loss: 0.0401, grad_norm: 0.1152 2020-12-08 17:37:43,538 - mmaction - INFO - Epoch [9][820/1281] lr: 2.250e-01, eta: 6:11:05, time: 1.456, data_time: 0.006, memory: 10339, loss_action_cls: 0.0400, recall@thr=0.5: 0.7138, prec@thr=0.5: 0.7905, recall@top3: 0.8215, prec@top3: 0.6693, recall@top5: 0.9343, prec@top5: 0.4682, loss: 0.0400, grad_norm: 0.1072 2020-12-08 17:38:10,557 - mmaction - INFO - Epoch [9][840/1281] lr: 2.250e-01, eta: 6:10:30, time: 1.351, data_time: 0.002, memory: 10339, loss_action_cls: 0.0386, recall@thr=0.5: 0.7363, prec@thr=0.5: 0.7975, recall@top3: 0.8251, prec@top3: 0.6751, recall@top5: 0.9393, prec@top5: 0.4718, loss: 0.0386, grad_norm: 0.1098 2020-12-08 17:38:44,034 - mmaction - INFO - Epoch [9][860/1281] lr: 2.250e-01, eta: 6:10:03, time: 1.674, data_time: 0.002, memory: 10339, loss_action_cls: 0.0403, recall@thr=0.5: 0.7132, prec@thr=0.5: 0.7882, recall@top3: 0.8166, prec@top3: 0.6663, recall@top5: 0.9333, prec@top5: 0.4687, loss: 0.0403, grad_norm: 0.1115 2020-12-08 17:39:11,692 - mmaction - INFO - Epoch [9][880/1281] lr: 2.250e-01, eta: 6:09:28, time: 1.383, data_time: 0.002, memory: 10339, loss_action_cls: 0.0401, recall@thr=0.5: 0.7137, prec@thr=0.5: 0.7888, recall@top3: 0.8149, prec@top3: 0.6655, recall@top5: 0.9351, prec@top5: 0.4683, loss: 0.0401, grad_norm: 0.1118 2020-12-08 17:39:41,694 - mmaction - INFO - Epoch [9][900/1281] lr: 2.250e-01, eta: 6:08:57, time: 1.498, data_time: 0.002, memory: 10339, loss_action_cls: 0.0393, recall@thr=0.5: 0.7257, prec@thr=0.5: 0.7991, recall@top3: 0.8178, prec@top3: 0.6637, recall@top5: 0.9360, prec@top5: 0.4672, loss: 0.0393, grad_norm: 0.1087 2020-12-08 17:40:12,170 - mmaction - INFO - Epoch [9][920/1281] lr: 2.250e-01, eta: 6:08:26, time: 1.524, data_time: 0.004, memory: 10339, loss_action_cls: 0.0396, recall@thr=0.5: 0.7202, prec@thr=0.5: 0.7930, recall@top3: 0.8159, prec@top3: 0.6666, recall@top5: 0.9332, prec@top5: 0.4689, loss: 0.0396, grad_norm: 0.1161 2020-12-08 17:40:39,957 - mmaction - INFO - Epoch [9][940/1281] lr: 2.250e-01, eta: 6:07:52, time: 1.390, data_time: 0.100, memory: 10339, loss_action_cls: 0.0394, recall@thr=0.5: 0.7262, prec@thr=0.5: 0.7931, recall@top3: 0.8186, prec@top3: 0.6785, recall@top5: 0.9339, prec@top5: 0.4755, loss: 0.0394, grad_norm: 0.1199 2020-12-08 17:41:09,443 - mmaction - INFO - Epoch [9][960/1281] lr: 2.250e-01, eta: 6:07:20, time: 1.475, data_time: 0.069, memory: 10339, loss_action_cls: 0.0395, recall@thr=0.5: 0.7180, prec@thr=0.5: 0.7923, recall@top3: 0.8217, prec@top3: 0.6621, recall@top5: 0.9353, prec@top5: 0.4632, loss: 0.0395, grad_norm: 0.1122 2020-12-08 17:41:39,997 - mmaction - INFO - Epoch [9][980/1281] lr: 2.250e-01, eta: 6:06:49, time: 1.526, data_time: 0.379, memory: 10339, loss_action_cls: 0.0396, recall@thr=0.5: 0.7164, prec@thr=0.5: 0.7823, recall@top3: 0.8157, prec@top3: 0.6648, recall@top5: 0.9333, prec@top5: 0.4666, loss: 0.0396, grad_norm: 0.1164 2020-12-08 17:42:10,347 - mmaction - INFO - Epoch [9][1000/1281] lr: 2.250e-01, eta: 6:06:18, time: 1.519, data_time: 0.369, memory: 10339, loss_action_cls: 0.0397, recall@thr=0.5: 0.7175, prec@thr=0.5: 0.7914, recall@top3: 0.8173, prec@top3: 0.6745, recall@top5: 0.9353, prec@top5: 0.4745, loss: 0.0397, grad_norm: 0.1170 2020-12-08 17:42:38,214 - mmaction - INFO - Epoch [9][1020/1281] lr: 2.250e-01, eta: 6:05:44, time: 1.394, data_time: 0.090, memory: 10339, loss_action_cls: 0.0399, recall@thr=0.5: 0.7155, prec@thr=0.5: 0.7838, recall@top3: 0.8130, prec@top3: 0.6667, recall@top5: 0.9364, prec@top5: 0.4719, loss: 0.0399, grad_norm: 0.1141 2020-12-08 17:43:08,071 - mmaction - INFO - Epoch [9][1040/1281] lr: 2.250e-01, eta: 6:05:13, time: 1.490, data_time: 0.030, memory: 10339, loss_action_cls: 0.0406, recall@thr=0.5: 0.7133, prec@thr=0.5: 0.7887, recall@top3: 0.8152, prec@top3: 0.6663, recall@top5: 0.9331, prec@top5: 0.4686, loss: 0.0406, grad_norm: 0.1130 2020-12-08 17:43:39,009 - mmaction - INFO - Epoch [9][1060/1281] lr: 2.250e-01, eta: 6:04:43, time: 1.548, data_time: 0.004, memory: 10339, loss_action_cls: 0.0385, recall@thr=0.5: 0.7308, prec@thr=0.5: 0.7986, recall@top3: 0.8249, prec@top3: 0.6710, recall@top5: 0.9368, prec@top5: 0.4693, loss: 0.0385, grad_norm: 0.1053 2020-12-08 17:44:07,298 - mmaction - INFO - Epoch [9][1080/1281] lr: 2.250e-01, eta: 6:04:09, time: 1.417, data_time: 0.004, memory: 10339, loss_action_cls: 0.0394, recall@thr=0.5: 0.7219, prec@thr=0.5: 0.7911, recall@top3: 0.8189, prec@top3: 0.6715, recall@top5: 0.9366, prec@top5: 0.4702, loss: 0.0394, grad_norm: 0.1094 2020-12-08 17:44:37,668 - mmaction - INFO - Epoch [9][1100/1281] lr: 2.250e-01, eta: 6:03:38, time: 1.518, data_time: 0.001, memory: 10339, loss_action_cls: 0.0395, recall@thr=0.5: 0.7221, prec@thr=0.5: 0.7850, recall@top3: 0.8194, prec@top3: 0.6677, recall@top5: 0.9343, prec@top5: 0.4671, loss: 0.0395, grad_norm: 0.1140 2020-12-08 17:45:07,164 - mmaction - INFO - Epoch [9][1120/1281] lr: 2.250e-01, eta: 6:03:07, time: 1.475, data_time: 0.002, memory: 10339, loss_action_cls: 0.0395, recall@thr=0.5: 0.7231, prec@thr=0.5: 0.7887, recall@top3: 0.8181, prec@top3: 0.6643, recall@top5: 0.9351, prec@top5: 0.4668, loss: 0.0395, grad_norm: 0.1137 2020-12-08 17:45:39,411 - mmaction - INFO - Epoch [9][1140/1281] lr: 2.250e-01, eta: 6:02:38, time: 1.613, data_time: 0.154, memory: 10339, loss_action_cls: 0.0395, recall@thr=0.5: 0.7223, prec@thr=0.5: 0.7948, recall@top3: 0.8223, prec@top3: 0.6675, recall@top5: 0.9368, prec@top5: 0.4671, loss: 0.0395, grad_norm: 0.1092 2020-12-08 17:46:06,098 - mmaction - INFO - Epoch [9][1160/1281] lr: 2.250e-01, eta: 6:02:03, time: 1.332, data_time: 0.005, memory: 10339, loss_action_cls: 0.0397, recall@thr=0.5: 0.7246, prec@thr=0.5: 0.7939, recall@top3: 0.8188, prec@top3: 0.6666, recall@top5: 0.9354, prec@top5: 0.4676, loss: 0.0397, grad_norm: 0.1148 2020-12-08 17:46:37,474 - mmaction - INFO - Epoch [9][1180/1281] lr: 2.250e-01, eta: 6:01:33, time: 1.568, data_time: 0.004, memory: 10339, loss_action_cls: 0.0399, recall@thr=0.5: 0.7153, prec@thr=0.5: 0.7871, recall@top3: 0.8169, prec@top3: 0.6658, recall@top5: 0.9329, prec@top5: 0.4671, loss: 0.0399, grad_norm: 0.1086 2020-12-08 17:47:06,239 - mmaction - INFO - Epoch [9][1200/1281] lr: 2.250e-01, eta: 6:01:00, time: 1.438, data_time: 0.004, memory: 10339, loss_action_cls: 0.0395, recall@thr=0.5: 0.7176, prec@thr=0.5: 0.7876, recall@top3: 0.8149, prec@top3: 0.6619, recall@top5: 0.9319, prec@top5: 0.4639, loss: 0.0395, grad_norm: 0.1123 2020-12-08 17:47:35,329 - mmaction - INFO - Epoch [9][1220/1281] lr: 2.250e-01, eta: 6:00:28, time: 1.454, data_time: 0.004, memory: 10339, loss_action_cls: 0.0395, recall@thr=0.5: 0.7173, prec@thr=0.5: 0.7919, recall@top3: 0.8137, prec@top3: 0.6692, recall@top5: 0.9348, prec@top5: 0.4718, loss: 0.0395, grad_norm: 0.1150 2020-12-08 17:48:05,613 - mmaction - INFO - Epoch [9][1240/1281] lr: 2.250e-01, eta: 5:59:57, time: 1.517, data_time: 0.004, memory: 10339, loss_action_cls: 0.0393, recall@thr=0.5: 0.7267, prec@thr=0.5: 0.7970, recall@top3: 0.8205, prec@top3: 0.6623, recall@top5: 0.9331, prec@top5: 0.4637, loss: 0.0393, grad_norm: 0.1119 2020-12-08 17:48:34,319 - mmaction - INFO - Epoch [9][1260/1281] lr: 2.250e-01, eta: 5:59:24, time: 1.435, data_time: 0.001, memory: 10339, loss_action_cls: 0.0391, recall@thr=0.5: 0.7145, prec@thr=0.5: 0.7880, recall@top3: 0.8170, prec@top3: 0.6661, recall@top5: 0.9355, prec@top5: 0.4689, loss: 0.0391, grad_norm: 0.1077 2020-12-08 17:49:01,253 - mmaction - INFO - Epoch [9][1280/1281] lr: 2.250e-01, eta: 5:58:49, time: 1.347, data_time: 0.002, memory: 10339, loss_action_cls: 0.0398, recall@thr=0.5: 0.7239, prec@thr=0.5: 0.7981, recall@top3: 0.8162, prec@top3: 0.6699, recall@top5: 0.9314, prec@top5: 0.4702, loss: 0.0398, grad_norm: 0.1165 2020-12-08 17:49:04,534 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-12-08 17:58:03,938 - mmaction - INFO - Evaluating proposal ... 2020-12-08 17:59:12,306 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 17:59:12,307 - mmaction - INFO - Evaluating bbox ... 2020-12-08 18:07:05,953 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2397 2020-12-08 18:07:07,256 - mmaction - INFO - Epoch(val) [9][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2397 2020-12-08 18:08:27,249 - mmaction - INFO - Epoch [10][20/1281] lr: 2.250e-01, eta: 5:59:15, time: 3.996, data_time: 2.853, memory: 10339, loss_action_cls: 0.0378, recall@thr=0.5: 0.7371, prec@thr=0.5: 0.8064, recall@top3: 0.8281, prec@top3: 0.6746, recall@top5: 0.9425, prec@top5: 0.4720, loss: 0.0378, grad_norm: 0.1098 2020-12-08 18:09:00,127 - mmaction - INFO - Epoch [10][40/1281] lr: 2.250e-01, eta: 5:58:47, time: 1.640, data_time: 0.006, memory: 10339, loss_action_cls: 0.0380, recall@thr=0.5: 0.7292, prec@thr=0.5: 0.8061, recall@top3: 0.8232, prec@top3: 0.6733, recall@top5: 0.9422, prec@top5: 0.4736, loss: 0.0380, grad_norm: 0.1168 2020-12-08 18:09:29,725 - mmaction - INFO - Epoch [10][60/1281] lr: 2.250e-01, eta: 5:58:15, time: 1.482, data_time: 0.007, memory: 10339, loss_action_cls: 0.0383, recall@thr=0.5: 0.7357, prec@thr=0.5: 0.8060, recall@top3: 0.8288, prec@top3: 0.6789, recall@top5: 0.9399, prec@top5: 0.4740, loss: 0.0383, grad_norm: 0.1172 2020-12-08 18:09:59,289 - mmaction - INFO - Epoch [10][80/1281] lr: 2.250e-01, eta: 5:57:43, time: 1.478, data_time: 0.004, memory: 10339, loss_action_cls: 0.0390, recall@thr=0.5: 0.7212, prec@thr=0.5: 0.7915, recall@top3: 0.8196, prec@top3: 0.6703, recall@top5: 0.9390, prec@top5: 0.4714, loss: 0.0390, grad_norm: 0.1203 2020-12-08 18:10:30,489 - mmaction - INFO - Epoch [10][100/1281] lr: 2.250e-01, eta: 5:57:14, time: 1.560, data_time: 0.005, memory: 10339, loss_action_cls: 0.0375, recall@thr=0.5: 0.7327, prec@thr=0.5: 0.7979, recall@top3: 0.8291, prec@top3: 0.6763, recall@top5: 0.9400, prec@top5: 0.4715, loss: 0.0375, grad_norm: 0.1211 2020-12-08 18:10:57,682 - mmaction - INFO - Epoch [10][120/1281] lr: 2.250e-01, eta: 5:56:39, time: 1.363, data_time: 0.005, memory: 10339, loss_action_cls: 0.0373, recall@thr=0.5: 0.7461, prec@thr=0.5: 0.8111, recall@top3: 0.8305, prec@top3: 0.6738, recall@top5: 0.9403, prec@top5: 0.4699, loss: 0.0373, grad_norm: 0.1121 2020-12-08 18:11:27,285 - mmaction - INFO - Epoch [10][140/1281] lr: 2.250e-01, eta: 5:56:07, time: 1.479, data_time: 0.001, memory: 10339, loss_action_cls: 0.0388, recall@thr=0.5: 0.7308, prec@thr=0.5: 0.8015, recall@top3: 0.8232, prec@top3: 0.6728, recall@top5: 0.9356, prec@top5: 0.4678, loss: 0.0388, grad_norm: 0.1193 2020-12-08 18:11:58,277 - mmaction - INFO - Epoch [10][160/1281] lr: 2.250e-01, eta: 5:55:37, time: 1.548, data_time: 0.003, memory: 10339, loss_action_cls: 0.0376, recall@thr=0.5: 0.7342, prec@thr=0.5: 0.8030, recall@top3: 0.8303, prec@top3: 0.6799, recall@top5: 0.9410, prec@top5: 0.4731, loss: 0.0376, grad_norm: 0.1151 2020-12-08 18:12:27,928 - mmaction - INFO - Epoch [10][180/1281] lr: 2.250e-01, eta: 5:55:05, time: 1.483, data_time: 0.004, memory: 10339, loss_action_cls: 0.0380, recall@thr=0.5: 0.7275, prec@thr=0.5: 0.7960, recall@top3: 0.8283, prec@top3: 0.6719, recall@top5: 0.9399, prec@top5: 0.4682, loss: 0.0380, grad_norm: 0.1162 2020-12-08 18:12:56,286 - mmaction - INFO - Epoch [10][200/1281] lr: 2.250e-01, eta: 5:54:32, time: 1.419, data_time: 0.004, memory: 10339, loss_action_cls: 0.0384, recall@thr=0.5: 0.7290, prec@thr=0.5: 0.7991, recall@top3: 0.8203, prec@top3: 0.6764, recall@top5: 0.9362, prec@top5: 0.4748, loss: 0.0384, grad_norm: 0.1191 2020-12-08 18:13:26,869 - mmaction - INFO - Epoch [10][220/1281] lr: 2.250e-01, eta: 5:54:01, time: 1.528, data_time: 0.002, memory: 10339, loss_action_cls: 0.0376, recall@thr=0.5: 0.7398, prec@thr=0.5: 0.8046, recall@top3: 0.8267, prec@top3: 0.6807, recall@top5: 0.9407, prec@top5: 0.4755, loss: 0.0376, grad_norm: 0.1090 2020-12-08 18:13:57,310 - mmaction - INFO - Epoch [10][240/1281] lr: 2.250e-01, eta: 5:53:30, time: 1.521, data_time: 0.004, memory: 10339, loss_action_cls: 0.0388, recall@thr=0.5: 0.7316, prec@thr=0.5: 0.7955, recall@top3: 0.8219, prec@top3: 0.6719, recall@top5: 0.9401, prec@top5: 0.4733, loss: 0.0388, grad_norm: 0.1155 2020-12-08 18:14:24,343 - mmaction - INFO - Epoch [10][260/1281] lr: 2.250e-01, eta: 5:52:55, time: 1.353, data_time: 0.021, memory: 10339, loss_action_cls: 0.0385, recall@thr=0.5: 0.7253, prec@thr=0.5: 0.7981, recall@top3: 0.8256, prec@top3: 0.6707, recall@top5: 0.9383, prec@top5: 0.4687, loss: 0.0385, grad_norm: 0.1178 2020-12-08 18:14:54,760 - mmaction - INFO - Epoch [10][280/1281] lr: 2.250e-01, eta: 5:52:24, time: 1.523, data_time: 0.004, memory: 10339, loss_action_cls: 0.0385, recall@thr=0.5: 0.7356, prec@thr=0.5: 0.8025, recall@top3: 0.8258, prec@top3: 0.6735, recall@top5: 0.9389, prec@top5: 0.4699, loss: 0.0385, grad_norm: 0.1166 2020-12-08 18:15:22,694 - mmaction - INFO - Epoch [10][300/1281] lr: 2.250e-01, eta: 5:51:51, time: 1.397, data_time: 0.002, memory: 10339, loss_action_cls: 0.0384, recall@thr=0.5: 0.7359, prec@thr=0.5: 0.7968, recall@top3: 0.8223, prec@top3: 0.6773, recall@top5: 0.9355, prec@top5: 0.4743, loss: 0.0384, grad_norm: 0.1170 2020-12-08 18:15:52,797 - mmaction - INFO - Epoch [10][320/1281] lr: 2.250e-01, eta: 5:51:19, time: 1.505, data_time: 0.001, memory: 10339, loss_action_cls: 0.0386, recall@thr=0.5: 0.7334, prec@thr=0.5: 0.8057, recall@top3: 0.8221, prec@top3: 0.6801, recall@top5: 0.9374, prec@top5: 0.4765, loss: 0.0386, grad_norm: 0.1082 2020-12-08 18:16:24,546 - mmaction - INFO - Epoch [10][340/1281] lr: 2.250e-01, eta: 5:50:50, time: 1.585, data_time: 0.002, memory: 10339, loss_action_cls: 0.0386, recall@thr=0.5: 0.7353, prec@thr=0.5: 0.8024, recall@top3: 0.8245, prec@top3: 0.6734, recall@top5: 0.9388, prec@top5: 0.4713, loss: 0.0386, grad_norm: 0.1146 2020-12-08 18:16:51,144 - mmaction - INFO - Epoch [10][360/1281] lr: 2.250e-01, eta: 5:50:15, time: 1.333, data_time: 0.005, memory: 10339, loss_action_cls: 0.0391, recall@thr=0.5: 0.7206, prec@thr=0.5: 0.7873, recall@top3: 0.8203, prec@top3: 0.6686, recall@top5: 0.9354, prec@top5: 0.4689, loss: 0.0391, grad_norm: 0.1199 2020-12-08 18:17:20,898 - mmaction - INFO - Epoch [10][380/1281] lr: 2.250e-01, eta: 5:49:43, time: 1.487, data_time: 0.001, memory: 10339, loss_action_cls: 0.0384, recall@thr=0.5: 0.7299, prec@thr=0.5: 0.7971, recall@top3: 0.8250, prec@top3: 0.6762, recall@top5: 0.9370, prec@top5: 0.4725, loss: 0.0384, grad_norm: 0.1195 2020-12-08 18:17:48,512 - mmaction - INFO - Epoch [10][400/1281] lr: 2.250e-01, eta: 5:49:09, time: 1.379, data_time: 0.001, memory: 10339, loss_action_cls: 0.0383, recall@thr=0.5: 0.7321, prec@thr=0.5: 0.8042, recall@top3: 0.8268, prec@top3: 0.6778, recall@top5: 0.9368, prec@top5: 0.4723, loss: 0.0383, grad_norm: 0.1141 2020-12-08 18:18:21,430 - mmaction - INFO - Epoch [10][420/1281] lr: 2.250e-01, eta: 5:48:41, time: 1.648, data_time: 0.003, memory: 10339, loss_action_cls: 0.0390, recall@thr=0.5: 0.7278, prec@thr=0.5: 0.7982, recall@top3: 0.8208, prec@top3: 0.6783, recall@top5: 0.9388, prec@top5: 0.4761, loss: 0.0390, grad_norm: 0.1157 2020-12-08 18:18:48,661 - mmaction - INFO - Epoch [10][440/1281] lr: 2.250e-01, eta: 5:48:07, time: 1.358, data_time: 0.001, memory: 10339, loss_action_cls: 0.0384, recall@thr=0.5: 0.7269, prec@thr=0.5: 0.7998, recall@top3: 0.8257, prec@top3: 0.6668, recall@top5: 0.9365, prec@top5: 0.4656, loss: 0.0384, grad_norm: 0.1160 2020-12-08 18:19:18,477 - mmaction - INFO - Epoch [10][460/1281] lr: 2.250e-01, eta: 5:47:35, time: 1.493, data_time: 0.004, memory: 10339, loss_action_cls: 0.0377, recall@thr=0.5: 0.7324, prec@thr=0.5: 0.7978, recall@top3: 0.8262, prec@top3: 0.6779, recall@top5: 0.9381, prec@top5: 0.4729, loss: 0.0377, grad_norm: 0.1149 2020-12-08 18:19:46,732 - mmaction - INFO - Epoch [10][480/1281] lr: 2.250e-01, eta: 5:47:02, time: 1.413, data_time: 0.084, memory: 10339, loss_action_cls: 0.0379, recall@thr=0.5: 0.7369, prec@thr=0.5: 0.8013, recall@top3: 0.8355, prec@top3: 0.6773, recall@top5: 0.9425, prec@top5: 0.4685, loss: 0.0379, grad_norm: 0.1120 2020-12-08 18:20:16,787 - mmaction - INFO - Epoch [10][500/1281] lr: 2.250e-01, eta: 5:46:31, time: 1.499, data_time: 0.197, memory: 10339, loss_action_cls: 0.0382, recall@thr=0.5: 0.7321, prec@thr=0.5: 0.8047, recall@top3: 0.8259, prec@top3: 0.6745, recall@top5: 0.9401, prec@top5: 0.4712, loss: 0.0382, grad_norm: 0.1127 2020-12-08 18:20:45,115 - mmaction - INFO - Epoch [10][520/1281] lr: 2.250e-01, eta: 5:45:58, time: 1.420, data_time: 0.127, memory: 10339, loss_action_cls: 0.0375, recall@thr=0.5: 0.7314, prec@thr=0.5: 0.8015, recall@top3: 0.8276, prec@top3: 0.6689, recall@top5: 0.9383, prec@top5: 0.4669, loss: 0.0375, grad_norm: 0.1127 2020-12-08 18:21:16,507 - mmaction - INFO - Epoch [10][540/1281] lr: 2.250e-01, eta: 5:45:28, time: 1.569, data_time: 0.001, memory: 10339, loss_action_cls: 0.0379, recall@thr=0.5: 0.7321, prec@thr=0.5: 0.8009, recall@top3: 0.8279, prec@top3: 0.6757, recall@top5: 0.9374, prec@top5: 0.4696, loss: 0.0379, grad_norm: 0.1157 2020-12-08 18:21:45,611 - mmaction - INFO - Epoch [10][560/1281] lr: 2.250e-01, eta: 5:44:56, time: 1.455, data_time: 0.002, memory: 10339, loss_action_cls: 0.0386, recall@thr=0.5: 0.7263, prec@thr=0.5: 0.7966, recall@top3: 0.8186, prec@top3: 0.6675, recall@top5: 0.9371, prec@top5: 0.4698, loss: 0.0386, grad_norm: 0.1180 2020-12-08 18:22:13,250 - mmaction - INFO - Epoch [10][580/1281] lr: 2.250e-01, eta: 5:44:22, time: 1.383, data_time: 0.003, memory: 10339, loss_action_cls: 0.0389, recall@thr=0.5: 0.7260, prec@thr=0.5: 0.7951, recall@top3: 0.8269, prec@top3: 0.6663, recall@top5: 0.9366, prec@top5: 0.4650, loss: 0.0389, grad_norm: 0.1132 2020-12-08 18:22:43,358 - mmaction - INFO - Epoch [10][600/1281] lr: 2.250e-01, eta: 5:43:51, time: 1.504, data_time: 0.049, memory: 10339, loss_action_cls: 0.0382, recall@thr=0.5: 0.7416, prec@thr=0.5: 0.8122, recall@top3: 0.8287, prec@top3: 0.6800, recall@top5: 0.9393, prec@top5: 0.4738, loss: 0.0382, grad_norm: 0.1094 2020-12-08 18:23:11,499 - mmaction - INFO - Epoch [10][620/1281] lr: 2.250e-01, eta: 5:43:17, time: 1.409, data_time: 0.003, memory: 10339, loss_action_cls: 0.0384, recall@thr=0.5: 0.7258, prec@thr=0.5: 0.8056, recall@top3: 0.8263, prec@top3: 0.6751, recall@top5: 0.9395, prec@top5: 0.4719, loss: 0.0384, grad_norm: 0.1162 2020-12-08 18:23:41,839 - mmaction - INFO - Epoch [10][640/1281] lr: 2.250e-01, eta: 5:42:47, time: 1.515, data_time: 0.001, memory: 10339, loss_action_cls: 0.0379, recall@thr=0.5: 0.7304, prec@thr=0.5: 0.7944, recall@top3: 0.8219, prec@top3: 0.6673, recall@top5: 0.9369, prec@top5: 0.4667, loss: 0.0379, grad_norm: 0.1251 2020-12-08 18:24:10,001 - mmaction - INFO - Epoch [10][660/1281] lr: 2.250e-01, eta: 5:42:13, time: 1.410, data_time: 0.004, memory: 10339, loss_action_cls: 0.0380, recall@thr=0.5: 0.7355, prec@thr=0.5: 0.7990, recall@top3: 0.8273, prec@top3: 0.6718, recall@top5: 0.9414, prec@top5: 0.4701, loss: 0.0380, grad_norm: 0.1224 2020-12-08 18:24:38,895 - mmaction - INFO - Epoch [10][680/1281] lr: 2.250e-01, eta: 5:41:41, time: 1.446, data_time: 0.002, memory: 10339, loss_action_cls: 0.0385, recall@thr=0.5: 0.7281, prec@thr=0.5: 0.7934, recall@top3: 0.8231, prec@top3: 0.6713, recall@top5: 0.9371, prec@top5: 0.4692, loss: 0.0385, grad_norm: 0.1164 2020-12-08 18:25:08,298 - mmaction - INFO - Epoch [10][700/1281] lr: 2.250e-01, eta: 5:41:09, time: 1.469, data_time: 0.099, memory: 10339, loss_action_cls: 0.0377, recall@thr=0.5: 0.7338, prec@thr=0.5: 0.7964, recall@top3: 0.8278, prec@top3: 0.6716, recall@top5: 0.9414, prec@top5: 0.4694, loss: 0.0377, grad_norm: 0.1124 2020-12-08 18:25:37,059 - mmaction - INFO - Epoch [10][720/1281] lr: 2.250e-01, eta: 5:40:37, time: 1.439, data_time: 0.002, memory: 10339, loss_action_cls: 0.0385, recall@thr=0.5: 0.7303, prec@thr=0.5: 0.7955, recall@top3: 0.8246, prec@top3: 0.6693, recall@top5: 0.9360, prec@top5: 0.4672, loss: 0.0385, grad_norm: 0.1184 2020-12-08 18:26:06,474 - mmaction - INFO - Epoch [10][740/1281] lr: 2.250e-01, eta: 5:40:05, time: 1.469, data_time: 0.001, memory: 10339, loss_action_cls: 0.0376, recall@thr=0.5: 0.7289, prec@thr=0.5: 0.7994, recall@top3: 0.8231, prec@top3: 0.6713, recall@top5: 0.9385, prec@top5: 0.4706, loss: 0.0376, grad_norm: 0.1112 2020-12-08 18:26:35,291 - mmaction - INFO - Epoch [10][760/1281] lr: 2.250e-01, eta: 5:39:32, time: 1.442, data_time: 0.026, memory: 10339, loss_action_cls: 0.0381, recall@thr=0.5: 0.7297, prec@thr=0.5: 0.7959, recall@top3: 0.8217, prec@top3: 0.6688, recall@top5: 0.9396, prec@top5: 0.4703, loss: 0.0381, grad_norm: 0.1198 2020-12-08 18:27:04,901 - mmaction - INFO - Epoch [10][780/1281] lr: 2.250e-01, eta: 5:39:01, time: 1.480, data_time: 0.002, memory: 10339, loss_action_cls: 0.0380, recall@thr=0.5: 0.7286, prec@thr=0.5: 0.7984, recall@top3: 0.8248, prec@top3: 0.6732, recall@top5: 0.9395, prec@top5: 0.4719, loss: 0.0380, grad_norm: 0.1177 2020-12-08 18:27:34,114 - mmaction - INFO - Epoch [10][800/1281] lr: 2.250e-01, eta: 5:38:29, time: 1.460, data_time: 0.002, memory: 10339, loss_action_cls: 0.0378, recall@thr=0.5: 0.7332, prec@thr=0.5: 0.7974, recall@top3: 0.8266, prec@top3: 0.6702, recall@top5: 0.9379, prec@top5: 0.4667, loss: 0.0378, grad_norm: 0.1136 2020-12-08 18:28:05,163 - mmaction - INFO - Epoch [10][820/1281] lr: 2.250e-01, eta: 5:37:59, time: 1.552, data_time: 0.003, memory: 10339, loss_action_cls: 0.0380, recall@thr=0.5: 0.7379, prec@thr=0.5: 0.7993, recall@top3: 0.8278, prec@top3: 0.6826, recall@top5: 0.9416, prec@top5: 0.4767, loss: 0.0380, grad_norm: 0.1140 2020-12-08 18:28:33,538 - mmaction - INFO - Epoch [10][840/1281] lr: 2.250e-01, eta: 5:37:26, time: 1.421, data_time: 0.004, memory: 10339, loss_action_cls: 0.0376, recall@thr=0.5: 0.7284, prec@thr=0.5: 0.8029, recall@top3: 0.8270, prec@top3: 0.6785, recall@top5: 0.9398, prec@top5: 0.4740, loss: 0.0376, grad_norm: 0.1154 2020-12-08 18:29:03,787 - mmaction - INFO - Epoch [10][860/1281] lr: 2.250e-01, eta: 5:36:55, time: 1.511, data_time: 0.001, memory: 10339, loss_action_cls: 0.0380, recall@thr=0.5: 0.7306, prec@thr=0.5: 0.8021, recall@top3: 0.8294, prec@top3: 0.6737, recall@top5: 0.9391, prec@top5: 0.4690, loss: 0.0380, grad_norm: 0.1164 2020-12-08 18:29:32,131 - mmaction - INFO - Epoch [10][880/1281] lr: 2.250e-01, eta: 5:36:22, time: 1.418, data_time: 0.002, memory: 10339, loss_action_cls: 0.0381, recall@thr=0.5: 0.7303, prec@thr=0.5: 0.7924, recall@top3: 0.8235, prec@top3: 0.6666, recall@top5: 0.9412, prec@top5: 0.4683, loss: 0.0381, grad_norm: 0.1218 2020-12-08 18:30:00,364 - mmaction - INFO - Epoch [10][900/1281] lr: 2.250e-01, eta: 5:35:49, time: 1.411, data_time: 0.001, memory: 10339, loss_action_cls: 0.0385, recall@thr=0.5: 0.7303, prec@thr=0.5: 0.7914, recall@top3: 0.8212, prec@top3: 0.6675, recall@top5: 0.9397, prec@top5: 0.4691, loss: 0.0385, grad_norm: 0.1186 2020-12-08 18:30:30,553 - mmaction - INFO - Epoch [10][920/1281] lr: 2.250e-01, eta: 5:35:18, time: 1.507, data_time: 0.022, memory: 10339, loss_action_cls: 0.0388, recall@thr=0.5: 0.7256, prec@thr=0.5: 0.7988, recall@top3: 0.8240, prec@top3: 0.6764, recall@top5: 0.9406, prec@top5: 0.4747, loss: 0.0388, grad_norm: 0.1240 2020-12-08 18:30:59,699 - mmaction - INFO - Epoch [10][940/1281] lr: 2.250e-01, eta: 5:34:46, time: 1.460, data_time: 0.004, memory: 10339, loss_action_cls: 0.0380, recall@thr=0.5: 0.7300, prec@thr=0.5: 0.7948, recall@top3: 0.8183, prec@top3: 0.6738, recall@top5: 0.9356, prec@top5: 0.4724, loss: 0.0380, grad_norm: 0.1188 2020-12-08 18:31:29,190 - mmaction - INFO - Epoch [10][960/1281] lr: 2.250e-01, eta: 5:34:14, time: 1.475, data_time: 0.007, memory: 10339, loss_action_cls: 0.0385, recall@thr=0.5: 0.7267, prec@thr=0.5: 0.8003, recall@top3: 0.8232, prec@top3: 0.6735, recall@top5: 0.9383, prec@top5: 0.4719, loss: 0.0385, grad_norm: 0.1200 2020-12-08 18:31:58,802 - mmaction - INFO - Epoch [10][980/1281] lr: 2.250e-01, eta: 5:33:43, time: 1.481, data_time: 0.065, memory: 10339, loss_action_cls: 0.0391, recall@thr=0.5: 0.7189, prec@thr=0.5: 0.7879, recall@top3: 0.8168, prec@top3: 0.6628, recall@top5: 0.9342, prec@top5: 0.4662, loss: 0.0391, grad_norm: 0.1193 2020-12-08 18:32:27,429 - mmaction - INFO - Epoch [10][1000/1281] lr: 2.250e-01, eta: 5:33:10, time: 1.428, data_time: 0.021, memory: 10339, loss_action_cls: 0.0378, recall@thr=0.5: 0.7352, prec@thr=0.5: 0.8018, recall@top3: 0.8284, prec@top3: 0.6695, recall@top5: 0.9380, prec@top5: 0.4664, loss: 0.0378, grad_norm: 0.1185 2020-12-08 18:32:56,431 - mmaction - INFO - Epoch [10][1020/1281] lr: 2.250e-01, eta: 5:32:38, time: 1.453, data_time: 0.004, memory: 10339, loss_action_cls: 0.0369, recall@thr=0.5: 0.7375, prec@thr=0.5: 0.8054, recall@top3: 0.8354, prec@top3: 0.6761, recall@top5: 0.9425, prec@top5: 0.4682, loss: 0.0369, grad_norm: 0.1128 2020-12-08 18:33:23,977 - mmaction - INFO - Epoch [10][1040/1281] lr: 2.250e-01, eta: 5:32:04, time: 1.375, data_time: 0.002, memory: 10339, loss_action_cls: 0.0377, recall@thr=0.5: 0.7291, prec@thr=0.5: 0.7986, recall@top3: 0.8228, prec@top3: 0.6697, recall@top5: 0.9389, prec@top5: 0.4685, loss: 0.0377, grad_norm: 0.1152 2020-12-08 18:33:53,869 - mmaction - INFO - Epoch [10][1060/1281] lr: 2.250e-01, eta: 5:31:33, time: 1.494, data_time: 0.004, memory: 10339, loss_action_cls: 0.0387, recall@thr=0.5: 0.7214, prec@thr=0.5: 0.7925, recall@top3: 0.8192, prec@top3: 0.6653, recall@top5: 0.9334, prec@top5: 0.4662, loss: 0.0387, grad_norm: 0.1156 2020-12-08 18:34:22,367 - mmaction - INFO - Epoch [10][1080/1281] lr: 2.250e-01, eta: 5:31:01, time: 1.428, data_time: 0.004, memory: 10339, loss_action_cls: 0.0387, recall@thr=0.5: 0.7264, prec@thr=0.5: 0.7934, recall@top3: 0.8211, prec@top3: 0.6668, recall@top5: 0.9366, prec@top5: 0.4672, loss: 0.0387, grad_norm: 0.1089 2020-12-08 18:34:52,268 - mmaction - INFO - Epoch [10][1100/1281] lr: 2.250e-01, eta: 5:30:29, time: 1.493, data_time: 0.001, memory: 10339, loss_action_cls: 0.0380, recall@thr=0.5: 0.7305, prec@thr=0.5: 0.7992, recall@top3: 0.8286, prec@top3: 0.6748, recall@top5: 0.9382, prec@top5: 0.4688, loss: 0.0380, grad_norm: 0.1131 2020-12-08 18:35:23,466 - mmaction - INFO - Epoch [10][1120/1281] lr: 2.250e-01, eta: 5:29:59, time: 1.560, data_time: 0.015, memory: 10339, loss_action_cls: 0.0389, recall@thr=0.5: 0.7293, prec@thr=0.5: 0.7996, recall@top3: 0.8205, prec@top3: 0.6721, recall@top5: 0.9384, prec@top5: 0.4726, loss: 0.0389, grad_norm: 0.1148 2020-12-08 18:35:51,792 - mmaction - INFO - Epoch [10][1140/1281] lr: 2.250e-01, eta: 5:29:27, time: 1.415, data_time: 0.244, memory: 10339, loss_action_cls: 0.0378, recall@thr=0.5: 0.7382, prec@thr=0.5: 0.8060, recall@top3: 0.8278, prec@top3: 0.6755, recall@top5: 0.9404, prec@top5: 0.4714, loss: 0.0378, grad_norm: 0.1156 2020-12-08 18:36:21,576 - mmaction - INFO - Epoch [10][1160/1281] lr: 2.250e-01, eta: 5:28:55, time: 1.492, data_time: 0.082, memory: 10339, loss_action_cls: 0.0376, recall@thr=0.5: 0.7312, prec@thr=0.5: 0.7998, recall@top3: 0.8258, prec@top3: 0.6765, recall@top5: 0.9420, prec@top5: 0.4743, loss: 0.0376, grad_norm: 0.1128 2020-12-08 18:36:51,121 - mmaction - INFO - Epoch [10][1180/1281] lr: 2.250e-01, eta: 5:28:24, time: 1.476, data_time: 0.120, memory: 10339, loss_action_cls: 0.0378, recall@thr=0.5: 0.7335, prec@thr=0.5: 0.8027, recall@top3: 0.8274, prec@top3: 0.6698, recall@top5: 0.9391, prec@top5: 0.4671, loss: 0.0378, grad_norm: 0.1125 2020-12-08 18:37:19,893 - mmaction - INFO - Epoch [10][1200/1281] lr: 2.250e-01, eta: 5:27:52, time: 1.439, data_time: 0.003, memory: 10339, loss_action_cls: 0.0384, recall@thr=0.5: 0.7320, prec@thr=0.5: 0.7979, recall@top3: 0.8252, prec@top3: 0.6670, recall@top5: 0.9373, prec@top5: 0.4667, loss: 0.0384, grad_norm: 0.1136 2020-12-08 18:37:49,437 - mmaction - INFO - Epoch [10][1220/1281] lr: 2.250e-01, eta: 5:27:20, time: 1.475, data_time: 0.002, memory: 10339, loss_action_cls: 0.0381, recall@thr=0.5: 0.7306, prec@thr=0.5: 0.8038, recall@top3: 0.8234, prec@top3: 0.6745, recall@top5: 0.9362, prec@top5: 0.4708, loss: 0.0381, grad_norm: 0.1127 2020-12-08 18:38:19,446 - mmaction - INFO - Epoch [10][1240/1281] lr: 2.250e-01, eta: 5:26:49, time: 1.503, data_time: 0.004, memory: 10339, loss_action_cls: 0.0380, recall@thr=0.5: 0.7293, prec@thr=0.5: 0.7994, recall@top3: 0.8248, prec@top3: 0.6637, recall@top5: 0.9376, prec@top5: 0.4638, loss: 0.0380, grad_norm: 0.1200 2020-12-08 18:38:47,076 - mmaction - INFO - Epoch [10][1260/1281] lr: 2.250e-01, eta: 5:26:16, time: 1.380, data_time: 0.008, memory: 10339, loss_action_cls: 0.0395, recall@thr=0.5: 0.7095, prec@thr=0.5: 0.7890, recall@top3: 0.8152, prec@top3: 0.6651, recall@top5: 0.9316, prec@top5: 0.4669, loss: 0.0395, grad_norm: 0.1218 2020-12-08 18:39:16,537 - mmaction - INFO - Epoch [10][1280/1281] lr: 2.250e-01, eta: 5:25:44, time: 1.475, data_time: 0.004, memory: 10339, loss_action_cls: 0.0380, recall@thr=0.5: 0.7216, prec@thr=0.5: 0.7958, recall@top3: 0.8229, prec@top3: 0.6644, recall@top5: 0.9365, prec@top5: 0.4654, loss: 0.0380, grad_norm: 0.1209 2020-12-08 18:39:20,469 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-12-08 18:48:28,171 - mmaction - INFO - Evaluating proposal ... 2020-12-08 18:49:34,840 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 18:49:34,841 - mmaction - INFO - Evaluating bbox ... 2020-12-08 18:57:25,846 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2403 2020-12-08 18:57:27,008 - mmaction - INFO - Epoch(val) [10][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2403 2020-12-08 18:58:44,422 - mmaction - INFO - Epoch [11][20/1281] lr: 2.250e-02, eta: 5:25:57, time: 3.868, data_time: 2.617, memory: 10339, loss_action_cls: 0.0359, recall@thr=0.5: 0.7540, prec@thr=0.5: 0.8129, recall@top3: 0.8356, prec@top3: 0.6798, recall@top5: 0.9427, prec@top5: 0.4710, loss: 0.0359, grad_norm: 0.1053 2020-12-08 18:59:15,720 - mmaction - INFO - Epoch [11][40/1281] lr: 2.250e-02, eta: 5:25:27, time: 1.564, data_time: 0.169, memory: 10339, loss_action_cls: 0.0369, recall@thr=0.5: 0.7399, prec@thr=0.5: 0.8060, recall@top3: 0.8334, prec@top3: 0.6757, recall@top5: 0.9426, prec@top5: 0.4687, loss: 0.0369, grad_norm: 0.1007 2020-12-08 18:59:49,532 - mmaction - INFO - Epoch [11][60/1281] lr: 2.250e-02, eta: 5:25:00, time: 1.692, data_time: 0.566, memory: 10339, loss_action_cls: 0.0363, recall@thr=0.5: 0.7429, prec@thr=0.5: 0.8113, recall@top3: 0.8330, prec@top3: 0.6835, recall@top5: 0.9445, prec@top5: 0.4761, loss: 0.0363, grad_norm: 0.1005 2020-12-08 19:00:17,186 - mmaction - INFO - Epoch [11][80/1281] lr: 2.250e-02, eta: 5:24:27, time: 1.382, data_time: 0.002, memory: 10339, loss_action_cls: 0.0352, recall@thr=0.5: 0.7521, prec@thr=0.5: 0.8171, recall@top3: 0.8415, prec@top3: 0.6862, recall@top5: 0.9435, prec@top5: 0.4733, loss: 0.0352, grad_norm: 0.1033 2020-12-08 19:00:47,711 - mmaction - INFO - Epoch [11][100/1281] lr: 2.250e-02, eta: 5:23:56, time: 1.527, data_time: 0.002, memory: 10339, loss_action_cls: 0.0354, recall@thr=0.5: 0.7535, prec@thr=0.5: 0.8190, recall@top3: 0.8393, prec@top3: 0.6861, recall@top5: 0.9443, prec@top5: 0.4749, loss: 0.0354, grad_norm: 0.1041 2020-12-08 19:01:16,778 - mmaction - INFO - Epoch [11][120/1281] lr: 2.250e-02, eta: 5:23:24, time: 1.454, data_time: 0.002, memory: 10339, loss_action_cls: 0.0352, recall@thr=0.5: 0.7552, prec@thr=0.5: 0.8169, recall@top3: 0.8421, prec@top3: 0.6846, recall@top5: 0.9454, prec@top5: 0.4734, loss: 0.0352, grad_norm: 0.1033 2020-12-08 19:01:46,245 - mmaction - INFO - Epoch [11][140/1281] lr: 2.250e-02, eta: 5:22:52, time: 1.472, data_time: 0.001, memory: 10339, loss_action_cls: 0.0347, recall@thr=0.5: 0.7561, prec@thr=0.5: 0.8216, recall@top3: 0.8431, prec@top3: 0.6881, recall@top5: 0.9487, prec@top5: 0.4756, loss: 0.0347, grad_norm: 0.1046 2020-12-08 19:02:14,785 - mmaction - INFO - Epoch [11][160/1281] lr: 2.250e-02, eta: 5:22:20, time: 1.427, data_time: 0.002, memory: 10339, loss_action_cls: 0.0345, recall@thr=0.5: 0.7572, prec@thr=0.5: 0.8229, recall@top3: 0.8423, prec@top3: 0.6814, recall@top5: 0.9443, prec@top5: 0.4697, loss: 0.0345, grad_norm: 0.1055 2020-12-08 19:02:45,397 - mmaction - INFO - Epoch [11][180/1281] lr: 2.250e-02, eta: 5:21:49, time: 1.530, data_time: 0.003, memory: 10339, loss_action_cls: 0.0352, recall@thr=0.5: 0.7598, prec@thr=0.5: 0.8233, recall@top3: 0.8421, prec@top3: 0.6856, recall@top5: 0.9444, prec@top5: 0.4726, loss: 0.0352, grad_norm: 0.1072 2020-12-08 19:03:14,966 - mmaction - INFO - Epoch [11][200/1281] lr: 2.250e-02, eta: 5:21:17, time: 1.481, data_time: 0.004, memory: 10339, loss_action_cls: 0.0357, recall@thr=0.5: 0.7513, prec@thr=0.5: 0.8216, recall@top3: 0.8392, prec@top3: 0.6811, recall@top5: 0.9458, prec@top5: 0.4719, loss: 0.0357, grad_norm: 0.1036 2020-12-08 19:03:43,477 - mmaction - INFO - Epoch [11][220/1281] lr: 2.250e-02, eta: 5:20:45, time: 1.423, data_time: 0.001, memory: 10339, loss_action_cls: 0.0343, recall@thr=0.5: 0.7625, prec@thr=0.5: 0.8313, recall@top3: 0.8443, prec@top3: 0.6862, recall@top5: 0.9461, prec@top5: 0.4725, loss: 0.0343, grad_norm: 0.1053 2020-12-08 19:04:13,149 - mmaction - INFO - Epoch [11][240/1281] lr: 2.250e-02, eta: 5:20:13, time: 1.483, data_time: 0.004, memory: 10339, loss_action_cls: 0.0349, recall@thr=0.5: 0.7587, prec@thr=0.5: 0.8232, recall@top3: 0.8397, prec@top3: 0.6907, recall@top5: 0.9437, prec@top5: 0.4775, loss: 0.0349, grad_norm: 0.1063 2020-12-08 19:04:43,291 - mmaction - INFO - Epoch [11][260/1281] lr: 2.250e-02, eta: 5:19:42, time: 1.508, data_time: 0.004, memory: 10339, loss_action_cls: 0.0344, recall@thr=0.5: 0.7611, prec@thr=0.5: 0.8210, recall@top3: 0.8460, prec@top3: 0.6879, recall@top5: 0.9507, prec@top5: 0.4756, loss: 0.0344, grad_norm: 0.1066 2020-12-08 19:05:12,418 - mmaction - INFO - Epoch [11][280/1281] lr: 2.250e-02, eta: 5:19:11, time: 1.459, data_time: 0.003, memory: 10339, loss_action_cls: 0.0337, recall@thr=0.5: 0.7663, prec@thr=0.5: 0.8284, recall@top3: 0.8496, prec@top3: 0.6922, recall@top5: 0.9550, prec@top5: 0.4789, loss: 0.0337, grad_norm: 0.1060 2020-12-08 19:05:41,946 - mmaction - INFO - Epoch [11][300/1281] lr: 2.250e-02, eta: 5:18:39, time: 1.474, data_time: 0.001, memory: 10339, loss_action_cls: 0.0339, recall@thr=0.5: 0.7670, prec@thr=0.5: 0.8275, recall@top3: 0.8477, prec@top3: 0.6904, recall@top5: 0.9531, prec@top5: 0.4769, loss: 0.0339, grad_norm: 0.1051 2020-12-08 19:06:11,350 - mmaction - INFO - Epoch [11][320/1281] lr: 2.250e-02, eta: 5:18:07, time: 1.472, data_time: 0.034, memory: 10339, loss_action_cls: 0.0344, recall@thr=0.5: 0.7624, prec@thr=0.5: 0.8267, recall@top3: 0.8444, prec@top3: 0.6920, recall@top5: 0.9476, prec@top5: 0.4781, loss: 0.0344, grad_norm: 0.1053 2020-12-08 19:06:38,798 - mmaction - INFO - Epoch [11][340/1281] lr: 2.250e-02, eta: 5:17:34, time: 1.373, data_time: 0.001, memory: 10339, loss_action_cls: 0.0344, recall@thr=0.5: 0.7584, prec@thr=0.5: 0.8230, recall@top3: 0.8437, prec@top3: 0.6832, recall@top5: 0.9452, prec@top5: 0.4701, loss: 0.0344, grad_norm: 0.1069 2020-12-08 19:07:10,104 - mmaction - INFO - Epoch [11][360/1281] lr: 2.250e-02, eta: 5:17:04, time: 1.563, data_time: 0.077, memory: 10339, loss_action_cls: 0.0343, recall@thr=0.5: 0.7635, prec@thr=0.5: 0.8256, recall@top3: 0.8421, prec@top3: 0.6906, recall@top5: 0.9490, prec@top5: 0.4777, loss: 0.0343, grad_norm: 0.1088 2020-12-08 19:07:39,373 - mmaction - INFO - Epoch [11][380/1281] lr: 2.250e-02, eta: 5:16:32, time: 1.465, data_time: 0.255, memory: 10339, loss_action_cls: 0.0349, recall@thr=0.5: 0.7594, prec@thr=0.5: 0.8222, recall@top3: 0.8473, prec@top3: 0.6933, recall@top5: 0.9501, prec@top5: 0.4778, loss: 0.0349, grad_norm: 0.1094 2020-12-08 19:08:08,772 - mmaction - INFO - Epoch [11][400/1281] lr: 2.250e-02, eta: 5:16:00, time: 1.467, data_time: 0.002, memory: 10339, loss_action_cls: 0.0347, recall@thr=0.5: 0.7612, prec@thr=0.5: 0.8284, recall@top3: 0.8420, prec@top3: 0.6835, recall@top5: 0.9452, prec@top5: 0.4723, loss: 0.0347, grad_norm: 0.1096 2020-12-08 19:08:36,732 - mmaction - INFO - Epoch [11][420/1281] lr: 2.250e-02, eta: 5:15:27, time: 1.400, data_time: 0.005, memory: 10339, loss_action_cls: 0.0348, recall@thr=0.5: 0.7625, prec@thr=0.5: 0.8210, recall@top3: 0.8459, prec@top3: 0.6781, recall@top5: 0.9467, prec@top5: 0.4656, loss: 0.0348, grad_norm: 0.1086 2020-12-08 19:09:08,013 - mmaction - INFO - Epoch [11][440/1281] lr: 2.250e-02, eta: 5:14:58, time: 1.562, data_time: 0.002, memory: 10339, loss_action_cls: 0.0342, recall@thr=0.5: 0.7639, prec@thr=0.5: 0.8260, recall@top3: 0.8497, prec@top3: 0.6905, recall@top5: 0.9497, prec@top5: 0.4751, loss: 0.0342, grad_norm: 0.1081 2020-12-08 19:09:37,407 - mmaction - INFO - Epoch [11][460/1281] lr: 2.250e-02, eta: 5:14:26, time: 1.472, data_time: 0.005, memory: 10339, loss_action_cls: 0.0345, recall@thr=0.5: 0.7619, prec@thr=0.5: 0.8261, recall@top3: 0.8435, prec@top3: 0.6898, recall@top5: 0.9478, prec@top5: 0.4766, loss: 0.0345, grad_norm: 0.1093 2020-12-08 19:10:06,748 - mmaction - INFO - Epoch [11][480/1281] lr: 2.250e-02, eta: 5:13:54, time: 1.469, data_time: 0.003, memory: 10339, loss_action_cls: 0.0342, recall@thr=0.5: 0.7642, prec@thr=0.5: 0.8234, recall@top3: 0.8457, prec@top3: 0.6950, recall@top5: 0.9480, prec@top5: 0.4784, loss: 0.0342, grad_norm: 0.1078 2020-12-08 19:10:36,757 - mmaction - INFO - Epoch [11][500/1281] lr: 2.250e-02, eta: 5:13:23, time: 1.498, data_time: 0.001, memory: 10339, loss_action_cls: 0.0333, recall@thr=0.5: 0.7663, prec@thr=0.5: 0.8306, recall@top3: 0.8491, prec@top3: 0.6837, recall@top5: 0.9473, prec@top5: 0.4690, loss: 0.0333, grad_norm: 0.1060 2020-12-08 19:11:04,595 - mmaction - INFO - Epoch [11][520/1281] lr: 2.250e-02, eta: 5:12:50, time: 1.391, data_time: 0.168, memory: 10339, loss_action_cls: 0.0340, recall@thr=0.5: 0.7638, prec@thr=0.5: 0.8265, recall@top3: 0.8464, prec@top3: 0.6930, recall@top5: 0.9510, prec@top5: 0.4783, loss: 0.0340, grad_norm: 0.1078 2020-12-08 19:11:34,976 - mmaction - INFO - Epoch [11][540/1281] lr: 2.250e-02, eta: 5:12:20, time: 1.523, data_time: 0.125, memory: 10339, loss_action_cls: 0.0341, recall@thr=0.5: 0.7647, prec@thr=0.5: 0.8292, recall@top3: 0.8480, prec@top3: 0.6924, recall@top5: 0.9515, prec@top5: 0.4776, loss: 0.0341, grad_norm: 0.1044 2020-12-08 19:12:02,976 - mmaction - INFO - Epoch [11][560/1281] lr: 2.250e-02, eta: 5:11:47, time: 1.397, data_time: 0.014, memory: 10339, loss_action_cls: 0.0354, recall@thr=0.5: 0.7553, prec@thr=0.5: 0.8221, recall@top3: 0.8372, prec@top3: 0.6833, recall@top5: 0.9459, prec@top5: 0.4749, loss: 0.0354, grad_norm: 0.1102 2020-12-08 19:12:33,094 - mmaction - INFO - Epoch [11][580/1281] lr: 2.250e-02, eta: 5:11:16, time: 1.506, data_time: 0.004, memory: 10339, loss_action_cls: 0.0344, recall@thr=0.5: 0.7653, prec@thr=0.5: 0.8241, recall@top3: 0.8498, prec@top3: 0.6902, recall@top5: 0.9488, prec@top5: 0.4739, loss: 0.0344, grad_norm: 0.1109 2020-12-08 19:13:06,589 - mmaction - INFO - Epoch [11][600/1281] lr: 2.250e-02, eta: 5:10:48, time: 1.676, data_time: 0.004, memory: 10339, loss_action_cls: 0.0347, recall@thr=0.5: 0.7603, prec@thr=0.5: 0.8223, recall@top3: 0.8448, prec@top3: 0.6851, recall@top5: 0.9502, prec@top5: 0.4738, loss: 0.0347, grad_norm: 0.1130 2020-12-08 19:13:32,796 - mmaction - INFO - Epoch [11][620/1281] lr: 2.250e-02, eta: 5:10:13, time: 1.312, data_time: 0.003, memory: 10339, loss_action_cls: 0.0347, recall@thr=0.5: 0.7547, prec@thr=0.5: 0.8182, recall@top3: 0.8423, prec@top3: 0.6806, recall@top5: 0.9457, prec@top5: 0.4691, loss: 0.0347, grad_norm: 0.1111 2020-12-08 19:14:04,046 - mmaction - INFO - Epoch [11][640/1281] lr: 2.250e-02, eta: 5:09:43, time: 1.563, data_time: 0.001, memory: 10339, loss_action_cls: 0.0346, recall@thr=0.5: 0.7682, prec@thr=0.5: 0.8290, recall@top3: 0.8469, prec@top3: 0.6930, recall@top5: 0.9480, prec@top5: 0.4778, loss: 0.0346, grad_norm: 0.1106 2020-12-08 19:14:30,845 - mmaction - INFO - Epoch [11][660/1281] lr: 2.250e-02, eta: 5:09:10, time: 1.340, data_time: 0.001, memory: 10339, loss_action_cls: 0.0338, recall@thr=0.5: 0.7680, prec@thr=0.5: 0.8281, recall@top3: 0.8508, prec@top3: 0.6922, recall@top5: 0.9508, prec@top5: 0.4752, loss: 0.0338, grad_norm: 0.1081 2020-12-08 19:15:01,427 - mmaction - INFO - Epoch [11][680/1281] lr: 2.250e-02, eta: 5:08:39, time: 1.529, data_time: 0.001, memory: 10339, loss_action_cls: 0.0346, recall@thr=0.5: 0.7607, prec@thr=0.5: 0.8229, recall@top3: 0.8434, prec@top3: 0.6815, recall@top5: 0.9483, prec@top5: 0.4707, loss: 0.0346, grad_norm: 0.1065 2020-12-08 19:15:30,222 - mmaction - INFO - Epoch [11][700/1281] lr: 2.250e-02, eta: 5:08:07, time: 1.440, data_time: 0.001, memory: 10339, loss_action_cls: 0.0344, recall@thr=0.5: 0.7697, prec@thr=0.5: 0.8270, recall@top3: 0.8416, prec@top3: 0.6950, recall@top5: 0.9454, prec@top5: 0.4809, loss: 0.0344, grad_norm: 0.1096 2020-12-08 19:16:00,478 - mmaction - INFO - Epoch [11][720/1281] lr: 2.250e-02, eta: 5:07:36, time: 1.511, data_time: 0.001, memory: 10339, loss_action_cls: 0.0342, recall@thr=0.5: 0.7630, prec@thr=0.5: 0.8281, recall@top3: 0.8474, prec@top3: 0.6961, recall@top5: 0.9494, prec@top5: 0.4785, loss: 0.0342, grad_norm: 0.1108 2020-12-08 19:16:28,997 - mmaction - INFO - Epoch [11][740/1281] lr: 2.250e-02, eta: 5:07:04, time: 1.427, data_time: 0.158, memory: 10339, loss_action_cls: 0.0352, recall@thr=0.5: 0.7565, prec@thr=0.5: 0.8243, recall@top3: 0.8405, prec@top3: 0.6855, recall@top5: 0.9441, prec@top5: 0.4733, loss: 0.0352, grad_norm: 0.1115 2020-12-08 19:16:56,982 - mmaction - INFO - Epoch [11][760/1281] lr: 2.250e-02, eta: 5:06:31, time: 1.399, data_time: 0.141, memory: 10339, loss_action_cls: 0.0343, recall@thr=0.5: 0.7700, prec@thr=0.5: 0.8307, recall@top3: 0.8509, prec@top3: 0.6935, recall@top5: 0.9519, prec@top5: 0.4773, loss: 0.0343, grad_norm: 0.1068 2020-12-08 19:17:26,388 - mmaction - INFO - Epoch [11][780/1281] lr: 2.250e-02, eta: 5:06:00, time: 1.469, data_time: 0.194, memory: 10339, loss_action_cls: 0.0343, recall@thr=0.5: 0.7640, prec@thr=0.5: 0.8232, recall@top3: 0.8422, prec@top3: 0.6902, recall@top5: 0.9505, prec@top5: 0.4784, loss: 0.0343, grad_norm: 0.1124 2020-12-08 19:17:56,674 - mmaction - INFO - Epoch [11][800/1281] lr: 2.250e-02, eta: 5:05:29, time: 1.512, data_time: 0.363, memory: 10339, loss_action_cls: 0.0339, recall@thr=0.5: 0.7693, prec@thr=0.5: 0.8267, recall@top3: 0.8479, prec@top3: 0.6881, recall@top5: 0.9474, prec@top5: 0.4728, loss: 0.0339, grad_norm: 0.1118 2020-12-08 19:18:26,675 - mmaction - INFO - Epoch [11][820/1281] lr: 2.250e-02, eta: 5:04:58, time: 1.498, data_time: 0.324, memory: 10339, loss_action_cls: 0.0337, recall@thr=0.5: 0.7718, prec@thr=0.5: 0.8289, recall@top3: 0.8512, prec@top3: 0.6932, recall@top5: 0.9509, prec@top5: 0.4758, loss: 0.0337, grad_norm: 0.1098 2020-12-08 19:18:55,719 - mmaction - INFO - Epoch [11][840/1281] lr: 2.250e-02, eta: 5:04:26, time: 1.456, data_time: 0.058, memory: 10339, loss_action_cls: 0.0347, recall@thr=0.5: 0.7646, prec@thr=0.5: 0.8208, recall@top3: 0.8429, prec@top3: 0.6877, recall@top5: 0.9452, prec@top5: 0.4741, loss: 0.0347, grad_norm: 0.1118 2020-12-08 19:19:26,694 - mmaction - INFO - Epoch [11][860/1281] lr: 2.250e-02, eta: 5:03:56, time: 1.549, data_time: 0.056, memory: 10339, loss_action_cls: 0.0344, recall@thr=0.5: 0.7647, prec@thr=0.5: 0.8234, recall@top3: 0.8454, prec@top3: 0.6932, recall@top5: 0.9460, prec@top5: 0.4774, loss: 0.0344, grad_norm: 0.1102 2020-12-08 19:19:57,929 - mmaction - INFO - Epoch [11][880/1281] lr: 2.250e-02, eta: 5:03:26, time: 1.564, data_time: 0.417, memory: 10339, loss_action_cls: 0.0346, recall@thr=0.5: 0.7612, prec@thr=0.5: 0.8256, recall@top3: 0.8452, prec@top3: 0.6899, recall@top5: 0.9460, prec@top5: 0.4745, loss: 0.0346, grad_norm: 0.1078 2020-12-08 19:20:25,024 - mmaction - INFO - Epoch [11][900/1281] lr: 2.250e-02, eta: 5:02:52, time: 1.354, data_time: 0.177, memory: 10339, loss_action_cls: 0.0349, recall@thr=0.5: 0.7601, prec@thr=0.5: 0.8238, recall@top3: 0.8457, prec@top3: 0.6918, recall@top5: 0.9475, prec@top5: 0.4763, loss: 0.0349, grad_norm: 0.1097 2020-12-08 19:20:53,884 - mmaction - INFO - Epoch [11][920/1281] lr: 2.250e-02, eta: 5:02:21, time: 1.443, data_time: 0.188, memory: 10339, loss_action_cls: 0.0343, recall@thr=0.5: 0.7689, prec@thr=0.5: 0.8252, recall@top3: 0.8439, prec@top3: 0.6887, recall@top5: 0.9466, prec@top5: 0.4749, loss: 0.0343, grad_norm: 0.1080 2020-12-08 19:21:26,758 - mmaction - INFO - Epoch [11][940/1281] lr: 2.250e-02, eta: 5:01:52, time: 1.642, data_time: 0.001, memory: 10339, loss_action_cls: 0.0344, recall@thr=0.5: 0.7660, prec@thr=0.5: 0.8278, recall@top3: 0.8478, prec@top3: 0.6864, recall@top5: 0.9477, prec@top5: 0.4714, loss: 0.0344, grad_norm: 0.1093 2020-12-08 19:21:53,418 - mmaction - INFO - Epoch [11][960/1281] lr: 2.250e-02, eta: 5:01:18, time: 1.336, data_time: 0.004, memory: 10339, loss_action_cls: 0.0343, recall@thr=0.5: 0.7642, prec@thr=0.5: 0.8268, recall@top3: 0.8436, prec@top3: 0.6876, recall@top5: 0.9462, prec@top5: 0.4754, loss: 0.0343, grad_norm: 0.1108 2020-12-08 19:22:25,498 - mmaction - INFO - Epoch [11][980/1281] lr: 2.250e-02, eta: 5:00:49, time: 1.601, data_time: 0.046, memory: 10339, loss_action_cls: 0.0345, recall@thr=0.5: 0.7565, prec@thr=0.5: 0.8261, recall@top3: 0.8409, prec@top3: 0.6824, recall@top5: 0.9457, prec@top5: 0.4721, loss: 0.0345, grad_norm: 0.1106 2020-12-08 19:22:53,827 - mmaction - INFO - Epoch [11][1000/1281] lr: 2.250e-02, eta: 5:00:17, time: 1.419, data_time: 0.020, memory: 10339, loss_action_cls: 0.0348, recall@thr=0.5: 0.7631, prec@thr=0.5: 0.8218, recall@top3: 0.8434, prec@top3: 0.6897, recall@top5: 0.9468, prec@top5: 0.4761, loss: 0.0348, grad_norm: 0.1106 2020-12-08 19:23:22,849 - mmaction - INFO - Epoch [11][1020/1281] lr: 2.250e-02, eta: 4:59:45, time: 1.450, data_time: 0.217, memory: 10339, loss_action_cls: 0.0336, recall@thr=0.5: 0.7690, prec@thr=0.5: 0.8303, recall@top3: 0.8516, prec@top3: 0.6889, recall@top5: 0.9495, prec@top5: 0.4724, loss: 0.0336, grad_norm: 0.1119 2020-12-08 19:23:50,980 - mmaction - INFO - Epoch [11][1040/1281] lr: 2.250e-02, eta: 4:59:12, time: 1.408, data_time: 0.003, memory: 10339, loss_action_cls: 0.0344, recall@thr=0.5: 0.7628, prec@thr=0.5: 0.8216, recall@top3: 0.8435, prec@top3: 0.6895, recall@top5: 0.9458, prec@top5: 0.4760, loss: 0.0344, grad_norm: 0.1113 2020-12-08 19:24:21,463 - mmaction - INFO - Epoch [11][1060/1281] lr: 2.250e-02, eta: 4:58:42, time: 1.521, data_time: 0.001, memory: 10339, loss_action_cls: 0.0351, recall@thr=0.5: 0.7581, prec@thr=0.5: 0.8232, recall@top3: 0.8467, prec@top3: 0.6926, recall@top5: 0.9478, prec@top5: 0.4758, loss: 0.0351, grad_norm: 0.1126 2020-12-08 19:24:53,436 - mmaction - INFO - Epoch [11][1080/1281] lr: 2.250e-02, eta: 4:58:13, time: 1.600, data_time: 0.004, memory: 10339, loss_action_cls: 0.0344, recall@thr=0.5: 0.7658, prec@thr=0.5: 0.8266, recall@top3: 0.8464, prec@top3: 0.6941, recall@top5: 0.9467, prec@top5: 0.4761, loss: 0.0344, grad_norm: 0.1097 2020-12-08 19:25:20,978 - mmaction - INFO - Epoch [11][1100/1281] lr: 2.250e-02, eta: 4:57:40, time: 1.379, data_time: 0.134, memory: 10339, loss_action_cls: 0.0348, recall@thr=0.5: 0.7605, prec@thr=0.5: 0.8234, recall@top3: 0.8421, prec@top3: 0.6908, recall@top5: 0.9492, prec@top5: 0.4795, loss: 0.0348, grad_norm: 0.1145 2020-12-08 19:25:51,249 - mmaction - INFO - Epoch [11][1120/1281] lr: 2.250e-02, eta: 4:57:09, time: 1.511, data_time: 0.115, memory: 10339, loss_action_cls: 0.0337, recall@thr=0.5: 0.7682, prec@thr=0.5: 0.8268, recall@top3: 0.8510, prec@top3: 0.6971, recall@top5: 0.9519, prec@top5: 0.4789, loss: 0.0337, grad_norm: 0.1095 2020-12-08 19:26:18,350 - mmaction - INFO - Epoch [11][1140/1281] lr: 2.250e-02, eta: 4:56:35, time: 1.357, data_time: 0.022, memory: 10339, loss_action_cls: 0.0340, recall@thr=0.5: 0.7683, prec@thr=0.5: 0.8313, recall@top3: 0.8493, prec@top3: 0.6963, recall@top5: 0.9487, prec@top5: 0.4786, loss: 0.0340, grad_norm: 0.1105 2020-12-08 19:26:49,266 - mmaction - INFO - Epoch [11][1160/1281] lr: 2.250e-02, eta: 4:56:05, time: 1.546, data_time: 0.002, memory: 10339, loss_action_cls: 0.0339, recall@thr=0.5: 0.7694, prec@thr=0.5: 0.8297, recall@top3: 0.8490, prec@top3: 0.6942, recall@top5: 0.9494, prec@top5: 0.4772, loss: 0.0339, grad_norm: 0.1135 2020-12-08 19:27:17,899 - mmaction - INFO - Epoch [11][1180/1281] lr: 2.250e-02, eta: 4:55:33, time: 1.431, data_time: 0.055, memory: 10339, loss_action_cls: 0.0353, recall@thr=0.5: 0.7628, prec@thr=0.5: 0.8206, recall@top3: 0.8452, prec@top3: 0.6831, recall@top5: 0.9472, prec@top5: 0.4705, loss: 0.0353, grad_norm: 0.1178 2020-12-08 19:27:50,585 - mmaction - INFO - Epoch [11][1200/1281] lr: 2.250e-02, eta: 4:55:05, time: 1.636, data_time: 0.057, memory: 10339, loss_action_cls: 0.0326, recall@thr=0.5: 0.7752, prec@thr=0.5: 0.8369, recall@top3: 0.8509, prec@top3: 0.7021, recall@top5: 0.9532, prec@top5: 0.4835, loss: 0.0326, grad_norm: 0.1105 2020-12-08 19:28:17,877 - mmaction - INFO - Epoch [11][1220/1281] lr: 2.250e-02, eta: 4:54:31, time: 1.364, data_time: 0.001, memory: 10339, loss_action_cls: 0.0343, recall@thr=0.5: 0.7639, prec@thr=0.5: 0.8213, recall@top3: 0.8421, prec@top3: 0.6899, recall@top5: 0.9467, prec@top5: 0.4770, loss: 0.0343, grad_norm: 0.1130 2020-12-08 19:28:47,076 - mmaction - INFO - Epoch [11][1240/1281] lr: 2.250e-02, eta: 4:54:00, time: 1.458, data_time: 0.001, memory: 10339, loss_action_cls: 0.0341, recall@thr=0.5: 0.7639, prec@thr=0.5: 0.8278, recall@top3: 0.8462, prec@top3: 0.6941, recall@top5: 0.9496, prec@top5: 0.4798, loss: 0.0341, grad_norm: 0.1099 2020-12-08 19:29:16,087 - mmaction - INFO - Epoch [11][1260/1281] lr: 2.250e-02, eta: 4:53:28, time: 1.452, data_time: 0.003, memory: 10339, loss_action_cls: 0.0340, recall@thr=0.5: 0.7655, prec@thr=0.5: 0.8300, recall@top3: 0.8470, prec@top3: 0.6912, recall@top5: 0.9504, prec@top5: 0.4769, loss: 0.0340, grad_norm: 0.1132 2020-12-08 19:29:43,016 - mmaction - INFO - Epoch [11][1280/1281] lr: 2.250e-02, eta: 4:52:55, time: 1.347, data_time: 0.165, memory: 10339, loss_action_cls: 0.0339, recall@thr=0.5: 0.7726, prec@thr=0.5: 0.8263, recall@top3: 0.8443, prec@top3: 0.6864, recall@top5: 0.9481, prec@top5: 0.4749, loss: 0.0339, grad_norm: 0.1118 2020-12-08 19:29:46,801 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-12-08 19:38:54,519 - mmaction - INFO - Evaluating proposal ... 2020-12-08 19:40:05,178 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 19:40:05,179 - mmaction - INFO - Evaluating bbox ... 2020-12-08 19:47:53,612 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2428 2020-12-08 19:47:54,757 - mmaction - INFO - Epoch(val) [11][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2428 2020-12-08 19:49:12,168 - mmaction - INFO - Epoch [12][20/1281] lr: 2.250e-02, eta: 4:53:00, time: 3.865, data_time: 2.716, memory: 10339, loss_action_cls: 0.0341, recall@thr=0.5: 0.7638, prec@thr=0.5: 0.8304, recall@top3: 0.8458, prec@top3: 0.6961, recall@top5: 0.9486, prec@top5: 0.4795, loss: 0.0341, grad_norm: 0.1120 2020-12-08 19:49:42,313 - mmaction - INFO - Epoch [12][40/1281] lr: 2.250e-02, eta: 4:52:29, time: 1.507, data_time: 0.077, memory: 10339, loss_action_cls: 0.0340, recall@thr=0.5: 0.7659, prec@thr=0.5: 0.8252, recall@top3: 0.8476, prec@top3: 0.6954, recall@top5: 0.9493, prec@top5: 0.4799, loss: 0.0340, grad_norm: 0.1120 2020-12-08 19:50:15,005 - mmaction - INFO - Epoch [12][60/1281] lr: 2.250e-02, eta: 4:52:00, time: 1.633, data_time: 0.020, memory: 10339, loss_action_cls: 0.0330, recall@thr=0.5: 0.7709, prec@thr=0.5: 0.8330, recall@top3: 0.8513, prec@top3: 0.6947, recall@top5: 0.9504, prec@top5: 0.4772, loss: 0.0330, grad_norm: 0.1126 2020-12-08 19:50:43,535 - mmaction - INFO - Epoch [12][80/1281] lr: 2.250e-02, eta: 4:51:28, time: 1.428, data_time: 0.003, memory: 10339, loss_action_cls: 0.0337, recall@thr=0.5: 0.7637, prec@thr=0.5: 0.8264, recall@top3: 0.8483, prec@top3: 0.6839, recall@top5: 0.9517, prec@top5: 0.4723, loss: 0.0337, grad_norm: 0.1136 2020-12-08 19:51:14,640 - mmaction - INFO - Epoch [12][100/1281] lr: 2.250e-02, eta: 4:50:58, time: 1.553, data_time: 0.001, memory: 10339, loss_action_cls: 0.0335, recall@thr=0.5: 0.7746, prec@thr=0.5: 0.8280, recall@top3: 0.8505, prec@top3: 0.6947, recall@top5: 0.9478, prec@top5: 0.4757, loss: 0.0335, grad_norm: 0.1118 2020-12-08 19:51:45,815 - mmaction - INFO - Epoch [12][120/1281] lr: 2.250e-02, eta: 4:50:28, time: 1.562, data_time: 0.004, memory: 10339, loss_action_cls: 0.0332, recall@thr=0.5: 0.7732, prec@thr=0.5: 0.8396, recall@top3: 0.8495, prec@top3: 0.6947, recall@top5: 0.9470, prec@top5: 0.4769, loss: 0.0332, grad_norm: 0.1087 2020-12-08 19:52:16,732 - mmaction - INFO - Epoch [12][140/1281] lr: 2.250e-02, eta: 4:49:57, time: 1.546, data_time: 0.001, memory: 10339, loss_action_cls: 0.0329, recall@thr=0.5: 0.7738, prec@thr=0.5: 0.8379, recall@top3: 0.8511, prec@top3: 0.6947, recall@top5: 0.9502, prec@top5: 0.4765, loss: 0.0329, grad_norm: 0.1119 2020-12-08 19:52:45,881 - mmaction - INFO - Epoch [12][160/1281] lr: 2.250e-02, eta: 4:49:26, time: 1.456, data_time: 0.001, memory: 10339, loss_action_cls: 0.0330, recall@thr=0.5: 0.7704, prec@thr=0.5: 0.8276, recall@top3: 0.8513, prec@top3: 0.6872, recall@top5: 0.9521, prec@top5: 0.4725, loss: 0.0330, grad_norm: 0.1159 2020-12-08 19:53:16,075 - mmaction - INFO - Epoch [12][180/1281] lr: 2.250e-02, eta: 4:48:55, time: 1.510, data_time: 0.002, memory: 10339, loss_action_cls: 0.0335, recall@thr=0.5: 0.7791, prec@thr=0.5: 0.8337, recall@top3: 0.8497, prec@top3: 0.6981, recall@top5: 0.9480, prec@top5: 0.4791, loss: 0.0335, grad_norm: 0.1131 2020-12-08 19:53:44,799 - mmaction - INFO - Epoch [12][200/1281] lr: 2.250e-02, eta: 4:48:23, time: 1.434, data_time: 0.002, memory: 10339, loss_action_cls: 0.0336, recall@thr=0.5: 0.7706, prec@thr=0.5: 0.8356, recall@top3: 0.8537, prec@top3: 0.7010, recall@top5: 0.9528, prec@top5: 0.4805, loss: 0.0336, grad_norm: 0.1115 2020-12-08 19:54:14,999 - mmaction - INFO - Epoch [12][220/1281] lr: 2.250e-02, eta: 4:47:52, time: 1.510, data_time: 0.004, memory: 10339, loss_action_cls: 0.0341, recall@thr=0.5: 0.7642, prec@thr=0.5: 0.8270, recall@top3: 0.8474, prec@top3: 0.6886, recall@top5: 0.9478, prec@top5: 0.4739, loss: 0.0341, grad_norm: 0.1149 2020-12-08 19:54:42,860 - mmaction - INFO - Epoch [12][240/1281] lr: 2.250e-02, eta: 4:47:19, time: 1.397, data_time: 0.004, memory: 10339, loss_action_cls: 0.0330, recall@thr=0.5: 0.7707, prec@thr=0.5: 0.8286, recall@top3: 0.8505, prec@top3: 0.6904, recall@top5: 0.9509, prec@top5: 0.4751, loss: 0.0330, grad_norm: 0.1131 2020-12-08 19:55:13,228 - mmaction - INFO - Epoch [12][260/1281] lr: 2.250e-02, eta: 4:46:49, time: 1.518, data_time: 0.277, memory: 10339, loss_action_cls: 0.0328, recall@thr=0.5: 0.7781, prec@thr=0.5: 0.8379, recall@top3: 0.8550, prec@top3: 0.6987, recall@top5: 0.9542, prec@top5: 0.4803, loss: 0.0328, grad_norm: 0.1106 2020-12-08 19:55:43,328 - mmaction - INFO - Epoch [12][280/1281] lr: 2.250e-02, eta: 4:46:18, time: 1.504, data_time: 0.155, memory: 10339, loss_action_cls: 0.0333, recall@thr=0.5: 0.7691, prec@thr=0.5: 0.8289, recall@top3: 0.8491, prec@top3: 0.6971, recall@top5: 0.9518, prec@top5: 0.4800, loss: 0.0333, grad_norm: 0.1150 2020-12-08 19:56:13,473 - mmaction - INFO - Epoch [12][300/1281] lr: 2.250e-02, eta: 4:45:47, time: 1.507, data_time: 0.002, memory: 10339, loss_action_cls: 0.0329, recall@thr=0.5: 0.7761, prec@thr=0.5: 0.8388, recall@top3: 0.8534, prec@top3: 0.6917, recall@top5: 0.9526, prec@top5: 0.4742, loss: 0.0329, grad_norm: 0.1133 2020-12-08 19:56:41,573 - mmaction - INFO - Epoch [12][320/1281] lr: 2.250e-02, eta: 4:45:15, time: 1.407, data_time: 0.003, memory: 10339, loss_action_cls: 0.0338, recall@thr=0.5: 0.7699, prec@thr=0.5: 0.8252, recall@top3: 0.8485, prec@top3: 0.6923, recall@top5: 0.9488, prec@top5: 0.4765, loss: 0.0338, grad_norm: 0.1163 2020-12-08 19:57:09,799 - mmaction - INFO - Epoch [12][340/1281] lr: 2.250e-02, eta: 4:44:42, time: 1.409, data_time: 0.146, memory: 10339, loss_action_cls: 0.0335, recall@thr=0.5: 0.7714, prec@thr=0.5: 0.8328, recall@top3: 0.8477, prec@top3: 0.6907, recall@top5: 0.9498, prec@top5: 0.4756, loss: 0.0335, grad_norm: 0.1128 2020-12-08 19:57:38,906 - mmaction - INFO - Epoch [12][360/1281] lr: 2.250e-02, eta: 4:44:11, time: 1.454, data_time: 0.133, memory: 10339, loss_action_cls: 0.0334, recall@thr=0.5: 0.7687, prec@thr=0.5: 0.8315, recall@top3: 0.8483, prec@top3: 0.6912, recall@top5: 0.9486, prec@top5: 0.4757, loss: 0.0334, grad_norm: 0.1149 2020-12-08 19:58:11,047 - mmaction - INFO - Epoch [12][380/1281] lr: 2.250e-02, eta: 4:43:41, time: 1.611, data_time: 0.052, memory: 10339, loss_action_cls: 0.0333, recall@thr=0.5: 0.7725, prec@thr=0.5: 0.8327, recall@top3: 0.8507, prec@top3: 0.6905, recall@top5: 0.9509, prec@top5: 0.4746, loss: 0.0333, grad_norm: 0.1167 2020-12-08 19:58:37,595 - mmaction - INFO - Epoch [12][400/1281] lr: 2.250e-02, eta: 4:43:08, time: 1.327, data_time: 0.026, memory: 10339, loss_action_cls: 0.0336, recall@thr=0.5: 0.7711, prec@thr=0.5: 0.8350, recall@top3: 0.8507, prec@top3: 0.6985, recall@top5: 0.9509, prec@top5: 0.4798, loss: 0.0336, grad_norm: 0.1136 2020-12-08 19:59:08,051 - mmaction - INFO - Epoch [12][420/1281] lr: 2.250e-02, eta: 4:42:37, time: 1.521, data_time: 0.002, memory: 10339, loss_action_cls: 0.0345, recall@thr=0.5: 0.7656, prec@thr=0.5: 0.8281, recall@top3: 0.8451, prec@top3: 0.6887, recall@top5: 0.9481, prec@top5: 0.4746, loss: 0.0345, grad_norm: 0.1183 2020-12-08 19:59:38,521 - mmaction - INFO - Epoch [12][440/1281] lr: 2.250e-02, eta: 4:42:07, time: 1.525, data_time: 0.009, memory: 10339, loss_action_cls: 0.0343, recall@thr=0.5: 0.7609, prec@thr=0.5: 0.8279, recall@top3: 0.8468, prec@top3: 0.6857, recall@top5: 0.9481, prec@top5: 0.4725, loss: 0.0343, grad_norm: 0.1188 2020-12-08 20:00:08,368 - mmaction - INFO - Epoch [12][460/1281] lr: 2.250e-02, eta: 4:41:35, time: 1.491, data_time: 0.002, memory: 10339, loss_action_cls: 0.0338, recall@thr=0.5: 0.7736, prec@thr=0.5: 0.8314, recall@top3: 0.8469, prec@top3: 0.7047, recall@top5: 0.9478, prec@top5: 0.4838, loss: 0.0338, grad_norm: 0.1191 2020-12-08 20:00:36,743 - mmaction - INFO - Epoch [12][480/1281] lr: 2.250e-02, eta: 4:41:03, time: 1.419, data_time: 0.004, memory: 10339, loss_action_cls: 0.0342, recall@thr=0.5: 0.7696, prec@thr=0.5: 0.8328, recall@top3: 0.8502, prec@top3: 0.6938, recall@top5: 0.9476, prec@top5: 0.4756, loss: 0.0342, grad_norm: 0.1156 2020-12-08 20:01:06,604 - mmaction - INFO - Epoch [12][500/1281] lr: 2.250e-02, eta: 4:40:32, time: 1.495, data_time: 0.003, memory: 10339, loss_action_cls: 0.0334, recall@thr=0.5: 0.7711, prec@thr=0.5: 0.8303, recall@top3: 0.8487, prec@top3: 0.6920, recall@top5: 0.9504, prec@top5: 0.4769, loss: 0.0334, grad_norm: 0.1174 2020-12-08 20:01:36,326 - mmaction - INFO - Epoch [12][520/1281] lr: 2.250e-02, eta: 4:40:01, time: 1.486, data_time: 0.002, memory: 10339, loss_action_cls: 0.0336, recall@thr=0.5: 0.7693, prec@thr=0.5: 0.8323, recall@top3: 0.8488, prec@top3: 0.6925, recall@top5: 0.9520, prec@top5: 0.4784, loss: 0.0336, grad_norm: 0.1138 2020-12-08 20:02:05,840 - mmaction - INFO - Epoch [12][540/1281] lr: 2.250e-02, eta: 4:39:30, time: 1.475, data_time: 0.155, memory: 10339, loss_action_cls: 0.0334, recall@thr=0.5: 0.7696, prec@thr=0.5: 0.8331, recall@top3: 0.8506, prec@top3: 0.6903, recall@top5: 0.9497, prec@top5: 0.4742, loss: 0.0334, grad_norm: 0.1147 2020-12-08 20:02:38,274 - mmaction - INFO - Epoch [12][560/1281] lr: 2.250e-02, eta: 4:39:01, time: 1.621, data_time: 0.002, memory: 10339, loss_action_cls: 0.0349, recall@thr=0.5: 0.7622, prec@thr=0.5: 0.8227, recall@top3: 0.8436, prec@top3: 0.6869, recall@top5: 0.9466, prec@top5: 0.4742, loss: 0.0349, grad_norm: 0.1144 2020-12-08 20:03:06,587 - mmaction - INFO - Epoch [12][580/1281] lr: 2.250e-02, eta: 4:38:29, time: 1.417, data_time: 0.002, memory: 10339, loss_action_cls: 0.0332, recall@thr=0.5: 0.7695, prec@thr=0.5: 0.8308, recall@top3: 0.8513, prec@top3: 0.6947, recall@top5: 0.9522, prec@top5: 0.4771, loss: 0.0332, grad_norm: 0.1153 2020-12-08 20:03:37,050 - mmaction - INFO - Epoch [12][600/1281] lr: 2.250e-02, eta: 4:37:58, time: 1.520, data_time: 0.219, memory: 10339, loss_action_cls: 0.0333, recall@thr=0.5: 0.7704, prec@thr=0.5: 0.8362, recall@top3: 0.8526, prec@top3: 0.6908, recall@top5: 0.9492, prec@top5: 0.4728, loss: 0.0333, grad_norm: 0.1104 2020-12-08 20:04:04,767 - mmaction - INFO - Epoch [12][620/1281] lr: 2.250e-02, eta: 4:37:25, time: 1.389, data_time: 0.148, memory: 10339, loss_action_cls: 0.0334, recall@thr=0.5: 0.7686, prec@thr=0.5: 0.8266, recall@top3: 0.8501, prec@top3: 0.6932, recall@top5: 0.9532, prec@top5: 0.4772, loss: 0.0334, grad_norm: 0.1137 2020-12-08 20:04:33,803 - mmaction - INFO - Epoch [12][640/1281] lr: 2.250e-02, eta: 4:36:54, time: 1.452, data_time: 0.001, memory: 10339, loss_action_cls: 0.0327, recall@thr=0.5: 0.7734, prec@thr=0.5: 0.8353, recall@top3: 0.8531, prec@top3: 0.6886, recall@top5: 0.9529, prec@top5: 0.4732, loss: 0.0327, grad_norm: 0.1139 2020-12-08 20:05:04,732 - mmaction - INFO - Epoch [12][660/1281] lr: 2.250e-02, eta: 4:36:24, time: 1.546, data_time: 0.001, memory: 10339, loss_action_cls: 0.0339, recall@thr=0.5: 0.7648, prec@thr=0.5: 0.8286, recall@top3: 0.8498, prec@top3: 0.6879, recall@top5: 0.9489, prec@top5: 0.4727, loss: 0.0339, grad_norm: 0.1166 2020-12-08 20:05:34,173 - mmaction - INFO - Epoch [12][680/1281] lr: 2.250e-02, eta: 4:35:52, time: 1.471, data_time: 0.001, memory: 10339, loss_action_cls: 0.0331, recall@thr=0.5: 0.7781, prec@thr=0.5: 0.8327, recall@top3: 0.8543, prec@top3: 0.6977, recall@top5: 0.9541, prec@top5: 0.4796, loss: 0.0331, grad_norm: 0.1151 2020-12-08 20:06:03,968 - mmaction - INFO - Epoch [12][700/1281] lr: 2.250e-02, eta: 4:35:21, time: 1.489, data_time: 0.002, memory: 10339, loss_action_cls: 0.0334, recall@thr=0.5: 0.7652, prec@thr=0.5: 0.8315, recall@top3: 0.8510, prec@top3: 0.6948, recall@top5: 0.9518, prec@top5: 0.4779, loss: 0.0334, grad_norm: 0.1169 2020-12-08 20:06:33,510 - mmaction - INFO - Epoch [12][720/1281] lr: 2.250e-02, eta: 4:34:50, time: 1.476, data_time: 0.003, memory: 10339, loss_action_cls: 0.0336, recall@thr=0.5: 0.7755, prec@thr=0.5: 0.8289, recall@top3: 0.8519, prec@top3: 0.6963, recall@top5: 0.9517, prec@top5: 0.4782, loss: 0.0336, grad_norm: 0.1170 2020-12-08 20:07:02,771 - mmaction - INFO - Epoch [12][740/1281] lr: 2.250e-02, eta: 4:34:19, time: 1.467, data_time: 0.004, memory: 10339, loss_action_cls: 0.0342, recall@thr=0.5: 0.7682, prec@thr=0.5: 0.8292, recall@top3: 0.8492, prec@top3: 0.6889, recall@top5: 0.9502, prec@top5: 0.4736, loss: 0.0342, grad_norm: 0.1160 2020-12-08 20:07:31,448 - mmaction - INFO - Epoch [12][760/1281] lr: 2.250e-02, eta: 4:33:47, time: 1.431, data_time: 0.001, memory: 10339, loss_action_cls: 0.0336, recall@thr=0.5: 0.7737, prec@thr=0.5: 0.8314, recall@top3: 0.8532, prec@top3: 0.6939, recall@top5: 0.9483, prec@top5: 0.4750, loss: 0.0336, grad_norm: 0.1141 2020-12-08 20:08:01,224 - mmaction - INFO - Epoch [12][780/1281] lr: 2.250e-02, eta: 4:33:16, time: 1.489, data_time: 0.004, memory: 10339, loss_action_cls: 0.0331, recall@thr=0.5: 0.7698, prec@thr=0.5: 0.8323, recall@top3: 0.8537, prec@top3: 0.6921, recall@top5: 0.9527, prec@top5: 0.4744, loss: 0.0331, grad_norm: 0.1151 2020-12-08 20:08:31,102 - mmaction - INFO - Epoch [12][800/1281] lr: 2.250e-02, eta: 4:32:45, time: 1.495, data_time: 0.004, memory: 10339, loss_action_cls: 0.0334, recall@thr=0.5: 0.7706, prec@thr=0.5: 0.8248, recall@top3: 0.8502, prec@top3: 0.6998, recall@top5: 0.9503, prec@top5: 0.4818, loss: 0.0334, grad_norm: 0.1180 2020-12-08 20:09:00,145 - mmaction - INFO - Epoch [12][820/1281] lr: 2.250e-02, eta: 4:32:13, time: 1.453, data_time: 0.034, memory: 10339, loss_action_cls: 0.0339, recall@thr=0.5: 0.7695, prec@thr=0.5: 0.8291, recall@top3: 0.8471, prec@top3: 0.6906, recall@top5: 0.9489, prec@top5: 0.4760, loss: 0.0339, grad_norm: 0.1145 2020-12-08 20:09:29,841 - mmaction - INFO - Epoch [12][840/1281] lr: 2.250e-02, eta: 4:31:42, time: 1.483, data_time: 0.001, memory: 10339, loss_action_cls: 0.0331, recall@thr=0.5: 0.7728, prec@thr=0.5: 0.8280, recall@top3: 0.8538, prec@top3: 0.6921, recall@top5: 0.9539, prec@top5: 0.4748, loss: 0.0331, grad_norm: 0.1146 2020-12-08 20:10:01,492 - mmaction - INFO - Epoch [12][860/1281] lr: 2.250e-02, eta: 4:31:12, time: 1.585, data_time: 0.004, memory: 10339, loss_action_cls: 0.0344, recall@thr=0.5: 0.7651, prec@thr=0.5: 0.8274, recall@top3: 0.8447, prec@top3: 0.6869, recall@top5: 0.9479, prec@top5: 0.4741, loss: 0.0344, grad_norm: 0.1177 2020-12-08 20:10:28,938 - mmaction - INFO - Epoch [12][880/1281] lr: 2.250e-02, eta: 4:30:40, time: 1.372, data_time: 0.001, memory: 10339, loss_action_cls: 0.0345, recall@thr=0.5: 0.7616, prec@thr=0.5: 0.8253, recall@top3: 0.8460, prec@top3: 0.6825, recall@top5: 0.9484, prec@top5: 0.4703, loss: 0.0345, grad_norm: 0.1145 2020-12-08 20:11:00,365 - mmaction - INFO - Epoch [12][900/1281] lr: 2.250e-02, eta: 4:30:10, time: 1.570, data_time: 0.001, memory: 10339, loss_action_cls: 0.0335, recall@thr=0.5: 0.7714, prec@thr=0.5: 0.8273, recall@top3: 0.8482, prec@top3: 0.6924, recall@top5: 0.9488, prec@top5: 0.4757, loss: 0.0335, grad_norm: 0.1165 2020-12-08 20:11:29,411 - mmaction - INFO - Epoch [12][920/1281] lr: 2.250e-02, eta: 4:29:38, time: 1.451, data_time: 0.002, memory: 10339, loss_action_cls: 0.0337, recall@thr=0.5: 0.7759, prec@thr=0.5: 0.8326, recall@top3: 0.8510, prec@top3: 0.6940, recall@top5: 0.9496, prec@top5: 0.4764, loss: 0.0337, grad_norm: 0.1161 2020-12-08 20:11:57,725 - mmaction - INFO - Epoch [12][940/1281] lr: 2.250e-02, eta: 4:29:06, time: 1.417, data_time: 0.003, memory: 10339, loss_action_cls: 0.0336, recall@thr=0.5: 0.7689, prec@thr=0.5: 0.8280, recall@top3: 0.8440, prec@top3: 0.6870, recall@top5: 0.9474, prec@top5: 0.4742, loss: 0.0336, grad_norm: 0.1167 2020-12-08 20:12:26,812 - mmaction - INFO - Epoch [12][960/1281] lr: 2.250e-02, eta: 4:28:35, time: 1.452, data_time: 0.001, memory: 10339, loss_action_cls: 0.0333, recall@thr=0.5: 0.7678, prec@thr=0.5: 0.8349, recall@top3: 0.8490, prec@top3: 0.6932, recall@top5: 0.9478, prec@top5: 0.4759, loss: 0.0333, grad_norm: 0.1182 2020-12-08 20:12:55,831 - mmaction - INFO - Epoch [12][980/1281] lr: 2.250e-02, eta: 4:28:03, time: 1.449, data_time: 0.003, memory: 10339, loss_action_cls: 0.0337, recall@thr=0.5: 0.7663, prec@thr=0.5: 0.8324, recall@top3: 0.8488, prec@top3: 0.6926, recall@top5: 0.9482, prec@top5: 0.4747, loss: 0.0337, grad_norm: 0.1166 2020-12-08 20:13:23,624 - mmaction - INFO - Epoch [12][1000/1281] lr: 2.250e-02, eta: 4:27:31, time: 1.394, data_time: 0.005, memory: 10339, loss_action_cls: 0.0334, recall@thr=0.5: 0.7767, prec@thr=0.5: 0.8332, recall@top3: 0.8520, prec@top3: 0.6996, recall@top5: 0.9505, prec@top5: 0.4799, loss: 0.0334, grad_norm: 0.1135 2020-12-08 20:13:54,327 - mmaction - INFO - Epoch [12][1020/1281] lr: 2.250e-02, eta: 4:27:01, time: 1.535, data_time: 0.044, memory: 10339, loss_action_cls: 0.0336, recall@thr=0.5: 0.7666, prec@thr=0.5: 0.8334, recall@top3: 0.8484, prec@top3: 0.6952, recall@top5: 0.9490, prec@top5: 0.4781, loss: 0.0336, grad_norm: 0.1137 2020-12-08 20:14:23,639 - mmaction - INFO - Epoch [12][1040/1281] lr: 2.250e-02, eta: 4:26:29, time: 1.466, data_time: 0.002, memory: 10339, loss_action_cls: 0.0338, recall@thr=0.5: 0.7684, prec@thr=0.5: 0.8249, recall@top3: 0.8473, prec@top3: 0.6884, recall@top5: 0.9476, prec@top5: 0.4735, loss: 0.0338, grad_norm: 0.1165 2020-12-08 20:14:54,667 - mmaction - INFO - Epoch [12][1060/1281] lr: 2.250e-02, eta: 4:25:59, time: 1.549, data_time: 0.001, memory: 10339, loss_action_cls: 0.0343, recall@thr=0.5: 0.7717, prec@thr=0.5: 0.8265, recall@top3: 0.8461, prec@top3: 0.6920, recall@top5: 0.9467, prec@top5: 0.4763, loss: 0.0343, grad_norm: 0.1161 2020-12-08 20:15:26,640 - mmaction - INFO - Epoch [12][1080/1281] lr: 2.250e-02, eta: 4:25:30, time: 1.601, data_time: 0.003, memory: 10339, loss_action_cls: 0.0332, recall@thr=0.5: 0.7666, prec@thr=0.5: 0.8267, recall@top3: 0.8501, prec@top3: 0.6851, recall@top5: 0.9526, prec@top5: 0.4726, loss: 0.0332, grad_norm: 0.1148 2020-12-08 20:15:53,725 - mmaction - INFO - Epoch [12][1100/1281] lr: 2.250e-02, eta: 4:24:57, time: 1.353, data_time: 0.001, memory: 10339, loss_action_cls: 0.0333, recall@thr=0.5: 0.7734, prec@thr=0.5: 0.8320, recall@top3: 0.8551, prec@top3: 0.6958, recall@top5: 0.9500, prec@top5: 0.4749, loss: 0.0333, grad_norm: 0.1129 2020-12-08 20:16:24,260 - mmaction - INFO - Epoch [12][1120/1281] lr: 2.250e-02, eta: 4:24:26, time: 1.526, data_time: 0.002, memory: 10339, loss_action_cls: 0.0327, recall@thr=0.5: 0.7753, prec@thr=0.5: 0.8365, recall@top3: 0.8552, prec@top3: 0.6952, recall@top5: 0.9533, prec@top5: 0.4772, loss: 0.0327, grad_norm: 0.1155 2020-12-08 20:16:53,511 - mmaction - INFO - Epoch [12][1140/1281] lr: 2.250e-02, eta: 4:23:55, time: 1.464, data_time: 0.081, memory: 10339, loss_action_cls: 0.0339, recall@thr=0.5: 0.7645, prec@thr=0.5: 0.8242, recall@top3: 0.8471, prec@top3: 0.6880, recall@top5: 0.9472, prec@top5: 0.4732, loss: 0.0339, grad_norm: 0.1182 2020-12-08 20:17:22,348 - mmaction - INFO - Epoch [12][1160/1281] lr: 2.250e-02, eta: 4:23:24, time: 1.442, data_time: 0.054, memory: 10339, loss_action_cls: 0.0331, recall@thr=0.5: 0.7742, prec@thr=0.5: 0.8370, recall@top3: 0.8548, prec@top3: 0.6878, recall@top5: 0.9504, prec@top5: 0.4707, loss: 0.0331, grad_norm: 0.1135 2020-12-08 20:17:53,196 - mmaction - INFO - Epoch [12][1180/1281] lr: 2.250e-02, eta: 4:22:53, time: 1.540, data_time: 0.288, memory: 10339, loss_action_cls: 0.0333, recall@thr=0.5: 0.7757, prec@thr=0.5: 0.8329, recall@top3: 0.8553, prec@top3: 0.7005, recall@top5: 0.9521, prec@top5: 0.4796, loss: 0.0333, grad_norm: 0.1146 2020-12-08 20:18:20,812 - mmaction - INFO - Epoch [12][1200/1281] lr: 2.250e-02, eta: 4:22:21, time: 1.383, data_time: 0.107, memory: 10339, loss_action_cls: 0.0344, recall@thr=0.5: 0.7661, prec@thr=0.5: 0.8292, recall@top3: 0.8447, prec@top3: 0.6906, recall@top5: 0.9504, prec@top5: 0.4773, loss: 0.0344, grad_norm: 0.1201 2020-12-08 20:18:48,721 - mmaction - INFO - Epoch [12][1220/1281] lr: 2.250e-02, eta: 4:21:49, time: 1.395, data_time: 0.197, memory: 10339, loss_action_cls: 0.0332, recall@thr=0.5: 0.7789, prec@thr=0.5: 0.8338, recall@top3: 0.8525, prec@top3: 0.6998, recall@top5: 0.9560, prec@top5: 0.4815, loss: 0.0332, grad_norm: 0.1156 2020-12-08 20:19:20,450 - mmaction - INFO - Epoch [12][1240/1281] lr: 2.250e-02, eta: 4:21:19, time: 1.586, data_time: 0.045, memory: 10339, loss_action_cls: 0.0333, recall@thr=0.5: 0.7694, prec@thr=0.5: 0.8265, recall@top3: 0.8501, prec@top3: 0.6895, recall@top5: 0.9492, prec@top5: 0.4734, loss: 0.0333, grad_norm: 0.1172 2020-12-08 20:19:47,262 - mmaction - INFO - Epoch [12][1260/1281] lr: 2.250e-02, eta: 4:20:46, time: 1.341, data_time: 0.002, memory: 10339, loss_action_cls: 0.0334, recall@thr=0.5: 0.7738, prec@thr=0.5: 0.8311, recall@top3: 0.8535, prec@top3: 0.6962, recall@top5: 0.9508, prec@top5: 0.4767, loss: 0.0334, grad_norm: 0.1149 2020-12-08 20:20:15,644 - mmaction - INFO - Epoch [12][1280/1281] lr: 2.250e-02, eta: 4:20:14, time: 1.419, data_time: 0.001, memory: 10339, loss_action_cls: 0.0339, recall@thr=0.5: 0.7674, prec@thr=0.5: 0.8292, recall@top3: 0.8489, prec@top3: 0.6932, recall@top5: 0.9494, prec@top5: 0.4764, loss: 0.0339, grad_norm: 0.1165 2020-12-08 20:20:18,620 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-12-08 20:29:25,035 - mmaction - INFO - Evaluating proposal ... 2020-12-08 20:30:33,089 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 20:30:33,090 - mmaction - INFO - Evaluating bbox ... 2020-12-08 20:38:23,605 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2432 2020-12-08 20:38:24,827 - mmaction - INFO - Epoch(val) [12][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2432 2020-12-08 20:39:39,532 - mmaction - INFO - Epoch [13][20/1281] lr: 2.250e-02, eta: 4:20:11, time: 3.728, data_time: 2.563, memory: 10339, loss_action_cls: 0.0329, recall@thr=0.5: 0.7775, prec@thr=0.5: 0.8287, recall@top3: 0.8503, prec@top3: 0.6993, recall@top5: 0.9514, prec@top5: 0.4818, loss: 0.0329, grad_norm: 0.1165 2020-12-08 20:40:15,014 - mmaction - INFO - Epoch [13][40/1281] lr: 2.250e-02, eta: 4:19:43, time: 1.775, data_time: 0.008, memory: 10339, loss_action_cls: 0.0336, recall@thr=0.5: 0.7703, prec@thr=0.5: 0.8360, recall@top3: 0.8490, prec@top3: 0.6968, recall@top5: 0.9494, prec@top5: 0.4803, loss: 0.0336, grad_norm: 0.1133 2020-12-08 20:40:43,187 - mmaction - INFO - Epoch [13][60/1281] lr: 2.250e-02, eta: 4:19:11, time: 1.409, data_time: 0.001, memory: 10339, loss_action_cls: 0.0324, recall@thr=0.5: 0.7829, prec@thr=0.5: 0.8432, recall@top3: 0.8600, prec@top3: 0.7028, recall@top5: 0.9542, prec@top5: 0.4799, loss: 0.0324, grad_norm: 0.1149 2020-12-08 20:41:11,893 - mmaction - INFO - Epoch [13][80/1281] lr: 2.250e-02, eta: 4:18:39, time: 1.434, data_time: 0.001, memory: 10339, loss_action_cls: 0.0320, recall@thr=0.5: 0.7853, prec@thr=0.5: 0.8445, recall@top3: 0.8611, prec@top3: 0.7058, recall@top5: 0.9587, prec@top5: 0.4821, loss: 0.0320, grad_norm: 0.1153 2020-12-08 20:41:42,312 - mmaction - INFO - Epoch [13][100/1281] lr: 2.250e-02, eta: 4:18:09, time: 1.523, data_time: 0.022, memory: 10339, loss_action_cls: 0.0331, recall@thr=0.5: 0.7731, prec@thr=0.5: 0.8359, recall@top3: 0.8534, prec@top3: 0.6957, recall@top5: 0.9541, prec@top5: 0.4792, loss: 0.0331, grad_norm: 0.1171 2020-12-08 20:42:12,695 - mmaction - INFO - Epoch [13][120/1281] lr: 2.250e-02, eta: 4:17:38, time: 1.518, data_time: 0.073, memory: 10339, loss_action_cls: 0.0339, recall@thr=0.5: 0.7699, prec@thr=0.5: 0.8258, recall@top3: 0.8463, prec@top3: 0.6888, recall@top5: 0.9484, prec@top5: 0.4739, loss: 0.0339, grad_norm: 0.1179 2020-12-08 20:42:44,513 - mmaction - INFO - Epoch [13][140/1281] lr: 2.250e-02, eta: 4:17:09, time: 1.590, data_time: 0.002, memory: 10339, loss_action_cls: 0.0333, recall@thr=0.5: 0.7717, prec@thr=0.5: 0.8290, recall@top3: 0.8550, prec@top3: 0.6914, recall@top5: 0.9527, prec@top5: 0.4734, loss: 0.0333, grad_norm: 0.1189 2020-12-08 20:43:14,607 - mmaction - INFO - Epoch [13][160/1281] lr: 2.250e-02, eta: 4:16:38, time: 1.505, data_time: 0.002, memory: 10339, loss_action_cls: 0.0332, recall@thr=0.5: 0.7697, prec@thr=0.5: 0.8306, recall@top3: 0.8533, prec@top3: 0.6919, recall@top5: 0.9518, prec@top5: 0.4739, loss: 0.0332, grad_norm: 0.1178 2020-12-08 20:43:44,692 - mmaction - INFO - Epoch [13][180/1281] lr: 2.250e-02, eta: 4:16:07, time: 1.505, data_time: 0.002, memory: 10339, loss_action_cls: 0.0330, recall@thr=0.5: 0.7716, prec@thr=0.5: 0.8324, recall@top3: 0.8508, prec@top3: 0.6952, recall@top5: 0.9509, prec@top5: 0.4775, loss: 0.0330, grad_norm: 0.1177 2020-12-08 20:44:13,102 - mmaction - INFO - Epoch [13][200/1281] lr: 2.250e-02, eta: 4:15:35, time: 1.420, data_time: 0.002, memory: 10339, loss_action_cls: 0.0338, recall@thr=0.5: 0.7719, prec@thr=0.5: 0.8253, recall@top3: 0.8476, prec@top3: 0.6938, recall@top5: 0.9528, prec@top5: 0.4802, loss: 0.0338, grad_norm: 0.1201 2020-12-08 20:44:45,114 - mmaction - INFO - Epoch [13][220/1281] lr: 2.250e-02, eta: 4:15:05, time: 1.597, data_time: 0.002, memory: 10339, loss_action_cls: 0.0328, recall@thr=0.5: 0.7799, prec@thr=0.5: 0.8436, recall@top3: 0.8492, prec@top3: 0.7025, recall@top5: 0.9528, prec@top5: 0.4847, loss: 0.0328, grad_norm: 0.1109 2020-12-08 20:45:14,345 - mmaction - INFO - Epoch [13][240/1281] lr: 2.250e-02, eta: 4:14:34, time: 1.463, data_time: 0.005, memory: 10339, loss_action_cls: 0.0333, recall@thr=0.5: 0.7754, prec@thr=0.5: 0.8302, recall@top3: 0.8537, prec@top3: 0.6938, recall@top5: 0.9498, prec@top5: 0.4747, loss: 0.0333, grad_norm: 0.1209 2020-12-08 20:45:43,739 - mmaction - INFO - Epoch [13][260/1281] lr: 2.250e-02, eta: 4:14:03, time: 1.471, data_time: 0.003, memory: 10339, loss_action_cls: 0.0331, recall@thr=0.5: 0.7729, prec@thr=0.5: 0.8305, recall@top3: 0.8508, prec@top3: 0.6957, recall@top5: 0.9522, prec@top5: 0.4785, loss: 0.0331, grad_norm: 0.1174 2020-12-08 20:46:15,163 - mmaction - INFO - Epoch [13][280/1281] lr: 2.250e-02, eta: 4:13:33, time: 1.571, data_time: 0.002, memory: 10339, loss_action_cls: 0.0333, recall@thr=0.5: 0.7749, prec@thr=0.5: 0.8325, recall@top3: 0.8531, prec@top3: 0.6981, recall@top5: 0.9507, prec@top5: 0.4788, loss: 0.0333, grad_norm: 0.1182 2020-12-08 20:46:43,390 - mmaction - INFO - Epoch [13][300/1281] lr: 2.250e-02, eta: 4:13:01, time: 1.411, data_time: 0.002, memory: 10339, loss_action_cls: 0.0331, recall@thr=0.5: 0.7712, prec@thr=0.5: 0.8319, recall@top3: 0.8536, prec@top3: 0.6978, recall@top5: 0.9504, prec@top5: 0.4774, loss: 0.0331, grad_norm: 0.1215 2020-12-08 20:47:14,069 - mmaction - INFO - Epoch [13][320/1281] lr: 2.250e-02, eta: 4:12:31, time: 1.535, data_time: 0.002, memory: 10339, loss_action_cls: 0.0327, recall@thr=0.5: 0.7788, prec@thr=0.5: 0.8306, recall@top3: 0.8519, prec@top3: 0.6977, recall@top5: 0.9512, prec@top5: 0.4793, loss: 0.0327, grad_norm: 0.1163 2020-12-08 20:47:41,089 - mmaction - INFO - Epoch [13][340/1281] lr: 2.250e-02, eta: 4:11:58, time: 1.351, data_time: 0.001, memory: 10339, loss_action_cls: 0.0335, recall@thr=0.5: 0.7728, prec@thr=0.5: 0.8288, recall@top3: 0.8459, prec@top3: 0.6959, recall@top5: 0.9503, prec@top5: 0.4805, loss: 0.0335, grad_norm: 0.1167 2020-12-08 20:48:11,136 - mmaction - INFO - Epoch [13][360/1281] lr: 2.250e-02, eta: 4:11:27, time: 1.501, data_time: 0.001, memory: 10339, loss_action_cls: 0.0332, recall@thr=0.5: 0.7733, prec@thr=0.5: 0.8303, recall@top3: 0.8507, prec@top3: 0.6879, recall@top5: 0.9489, prec@top5: 0.4717, loss: 0.0332, grad_norm: 0.1194 2020-12-08 20:48:41,005 - mmaction - INFO - Epoch [13][380/1281] lr: 2.250e-02, eta: 4:10:56, time: 1.493, data_time: 0.003, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7766, prec@thr=0.5: 0.8336, recall@top3: 0.8558, prec@top3: 0.6944, recall@top5: 0.9530, prec@top5: 0.4749, loss: 0.0319, grad_norm: 0.1171 2020-12-08 20:49:08,604 - mmaction - INFO - Epoch [13][400/1281] lr: 2.250e-02, eta: 4:10:24, time: 1.378, data_time: 0.003, memory: 10339, loss_action_cls: 0.0337, recall@thr=0.5: 0.7703, prec@thr=0.5: 0.8289, recall@top3: 0.8435, prec@top3: 0.6875, recall@top5: 0.9462, prec@top5: 0.4742, loss: 0.0337, grad_norm: 0.1201 2020-12-08 20:49:39,691 - mmaction - INFO - Epoch [13][420/1281] lr: 2.250e-02, eta: 4:09:54, time: 1.555, data_time: 0.004, memory: 10339, loss_action_cls: 0.0333, recall@thr=0.5: 0.7741, prec@thr=0.5: 0.8336, recall@top3: 0.8550, prec@top3: 0.6929, recall@top5: 0.9503, prec@top5: 0.4735, loss: 0.0333, grad_norm: 0.1198 2020-12-08 20:50:10,587 - mmaction - INFO - Epoch [13][440/1281] lr: 2.250e-02, eta: 4:09:23, time: 1.547, data_time: 0.118, memory: 10339, loss_action_cls: 0.0332, recall@thr=0.5: 0.7785, prec@thr=0.5: 0.8373, recall@top3: 0.8507, prec@top3: 0.6984, recall@top5: 0.9501, prec@top5: 0.4800, loss: 0.0332, grad_norm: 0.1200 2020-12-08 20:50:37,470 - mmaction - INFO - Epoch [13][460/1281] lr: 2.250e-02, eta: 4:08:51, time: 1.343, data_time: 0.024, memory: 10339, loss_action_cls: 0.0337, recall@thr=0.5: 0.7714, prec@thr=0.5: 0.8290, recall@top3: 0.8525, prec@top3: 0.6913, recall@top5: 0.9482, prec@top5: 0.4728, loss: 0.0337, grad_norm: 0.1205 2020-12-08 20:51:07,205 - mmaction - INFO - Epoch [13][480/1281] lr: 2.250e-02, eta: 4:08:20, time: 1.486, data_time: 0.002, memory: 10339, loss_action_cls: 0.0338, recall@thr=0.5: 0.7719, prec@thr=0.5: 0.8305, recall@top3: 0.8500, prec@top3: 0.6922, recall@top5: 0.9487, prec@top5: 0.4754, loss: 0.0338, grad_norm: 0.1172 2020-12-08 20:51:38,863 - mmaction - INFO - Epoch [13][500/1281] lr: 2.250e-02, eta: 4:07:50, time: 1.585, data_time: 0.020, memory: 10339, loss_action_cls: 0.0324, recall@thr=0.5: 0.7796, prec@thr=0.5: 0.8347, recall@top3: 0.8562, prec@top3: 0.6969, recall@top5: 0.9547, prec@top5: 0.4780, loss: 0.0324, grad_norm: 0.1163 2020-12-08 20:52:06,032 - mmaction - INFO - Epoch [13][520/1281] lr: 2.250e-02, eta: 4:07:17, time: 1.356, data_time: 0.001, memory: 10339, loss_action_cls: 0.0328, recall@thr=0.5: 0.7806, prec@thr=0.5: 0.8355, recall@top3: 0.8530, prec@top3: 0.6983, recall@top5: 0.9516, prec@top5: 0.4796, loss: 0.0328, grad_norm: 0.1187 2020-12-08 20:52:36,846 - mmaction - INFO - Epoch [13][540/1281] lr: 2.250e-02, eta: 4:06:47, time: 1.540, data_time: 0.044, memory: 10339, loss_action_cls: 0.0326, recall@thr=0.5: 0.7810, prec@thr=0.5: 0.8386, recall@top3: 0.8539, prec@top3: 0.6972, recall@top5: 0.9538, prec@top5: 0.4790, loss: 0.0326, grad_norm: 0.1186 2020-12-08 20:53:05,215 - mmaction - INFO - Epoch [13][560/1281] lr: 2.250e-02, eta: 4:06:15, time: 1.421, data_time: 0.031, memory: 10339, loss_action_cls: 0.0329, recall@thr=0.5: 0.7744, prec@thr=0.5: 0.8347, recall@top3: 0.8544, prec@top3: 0.6937, recall@top5: 0.9541, prec@top5: 0.4765, loss: 0.0329, grad_norm: 0.1187 2020-12-08 20:53:37,242 - mmaction - INFO - Epoch [13][580/1281] lr: 2.250e-02, eta: 4:05:45, time: 1.599, data_time: 0.015, memory: 10339, loss_action_cls: 0.0328, recall@thr=0.5: 0.7814, prec@thr=0.5: 0.8441, recall@top3: 0.8620, prec@top3: 0.6940, recall@top5: 0.9546, prec@top5: 0.4725, loss: 0.0328, grad_norm: 0.1132 2020-12-08 20:54:06,334 - mmaction - INFO - Epoch [13][600/1281] lr: 2.250e-02, eta: 4:05:14, time: 1.455, data_time: 0.003, memory: 10339, loss_action_cls: 0.0334, recall@thr=0.5: 0.7689, prec@thr=0.5: 0.8270, recall@top3: 0.8455, prec@top3: 0.6911, recall@top5: 0.9477, prec@top5: 0.4760, loss: 0.0334, grad_norm: 0.1218 2020-12-08 20:54:38,853 - mmaction - INFO - Epoch [13][620/1281] lr: 2.250e-02, eta: 4:04:45, time: 1.628, data_time: 0.003, memory: 10339, loss_action_cls: 0.0328, recall@thr=0.5: 0.7716, prec@thr=0.5: 0.8335, recall@top3: 0.8519, prec@top3: 0.6877, recall@top5: 0.9503, prec@top5: 0.4710, loss: 0.0328, grad_norm: 0.1208 2020-12-08 20:55:07,275 - mmaction - INFO - Epoch [13][640/1281] lr: 2.250e-02, eta: 4:04:13, time: 1.419, data_time: 0.001, memory: 10339, loss_action_cls: 0.0327, recall@thr=0.5: 0.7777, prec@thr=0.5: 0.8357, recall@top3: 0.8525, prec@top3: 0.6986, recall@top5: 0.9509, prec@top5: 0.4793, loss: 0.0327, grad_norm: 0.1190 2020-12-08 20:55:38,334 - mmaction - INFO - Epoch [13][660/1281] lr: 2.250e-02, eta: 4:03:43, time: 1.553, data_time: 0.004, memory: 10339, loss_action_cls: 0.0321, recall@thr=0.5: 0.7856, prec@thr=0.5: 0.8423, recall@top3: 0.8575, prec@top3: 0.7000, recall@top5: 0.9555, prec@top5: 0.4798, loss: 0.0321, grad_norm: 0.1126 2020-12-08 20:56:05,684 - mmaction - INFO - Epoch [13][680/1281] lr: 2.250e-02, eta: 4:03:11, time: 1.369, data_time: 0.003, memory: 10339, loss_action_cls: 0.0324, recall@thr=0.5: 0.7757, prec@thr=0.5: 0.8357, recall@top3: 0.8568, prec@top3: 0.6947, recall@top5: 0.9508, prec@top5: 0.4742, loss: 0.0324, grad_norm: 0.1232 2020-12-08 20:56:35,151 - mmaction - INFO - Epoch [13][700/1281] lr: 2.250e-02, eta: 4:02:39, time: 1.473, data_time: 0.001, memory: 10339, loss_action_cls: 0.0328, recall@thr=0.5: 0.7763, prec@thr=0.5: 0.8383, recall@top3: 0.8553, prec@top3: 0.6952, recall@top5: 0.9512, prec@top5: 0.4759, loss: 0.0328, grad_norm: 0.1189 2020-12-08 20:57:03,470 - mmaction - INFO - Epoch [13][720/1281] lr: 2.250e-02, eta: 4:02:08, time: 1.416, data_time: 0.002, memory: 10339, loss_action_cls: 0.0332, recall@thr=0.5: 0.7744, prec@thr=0.5: 0.8327, recall@top3: 0.8521, prec@top3: 0.6906, recall@top5: 0.9471, prec@top5: 0.4730, loss: 0.0332, grad_norm: 0.1192 2020-12-08 20:57:33,811 - mmaction - INFO - Epoch [13][740/1281] lr: 2.250e-02, eta: 4:01:37, time: 1.516, data_time: 0.002, memory: 10339, loss_action_cls: 0.0328, recall@thr=0.5: 0.7748, prec@thr=0.5: 0.8308, recall@top3: 0.8529, prec@top3: 0.6901, recall@top5: 0.9513, prec@top5: 0.4740, loss: 0.0328, grad_norm: 0.1193 2020-12-08 20:58:02,857 - mmaction - INFO - Epoch [13][760/1281] lr: 2.250e-02, eta: 4:01:06, time: 1.454, data_time: 0.003, memory: 10339, loss_action_cls: 0.0329, recall@thr=0.5: 0.7819, prec@thr=0.5: 0.8371, recall@top3: 0.8571, prec@top3: 0.6996, recall@top5: 0.9503, prec@top5: 0.4769, loss: 0.0329, grad_norm: 0.1203 2020-12-08 20:58:32,525 - mmaction - INFO - Epoch [13][780/1281] lr: 2.250e-02, eta: 4:00:35, time: 1.484, data_time: 0.068, memory: 10339, loss_action_cls: 0.0334, recall@thr=0.5: 0.7733, prec@thr=0.5: 0.8363, recall@top3: 0.8496, prec@top3: 0.6964, recall@top5: 0.9475, prec@top5: 0.4765, loss: 0.0334, grad_norm: 0.1224 2020-12-08 20:59:00,151 - mmaction - INFO - Epoch [13][800/1281] lr: 2.250e-02, eta: 4:00:03, time: 1.380, data_time: 0.004, memory: 10339, loss_action_cls: 0.0335, recall@thr=0.5: 0.7706, prec@thr=0.5: 0.8246, recall@top3: 0.8477, prec@top3: 0.6965, recall@top5: 0.9478, prec@top5: 0.4790, loss: 0.0335, grad_norm: 0.1230 2020-12-08 20:59:29,334 - mmaction - INFO - Epoch [13][820/1281] lr: 2.250e-02, eta: 3:59:31, time: 1.459, data_time: 0.002, memory: 10339, loss_action_cls: 0.0332, recall@thr=0.5: 0.7725, prec@thr=0.5: 0.8325, recall@top3: 0.8490, prec@top3: 0.6929, recall@top5: 0.9472, prec@top5: 0.4758, loss: 0.0332, grad_norm: 0.1170 2020-12-08 20:59:59,449 - mmaction - INFO - Epoch [13][840/1281] lr: 2.250e-02, eta: 3:59:01, time: 1.506, data_time: 0.027, memory: 10339, loss_action_cls: 0.0335, recall@thr=0.5: 0.7640, prec@thr=0.5: 0.8331, recall@top3: 0.8456, prec@top3: 0.6938, recall@top5: 0.9461, prec@top5: 0.4777, loss: 0.0335, grad_norm: 0.1208 2020-12-08 21:00:28,869 - mmaction - INFO - Epoch [13][860/1281] lr: 2.250e-02, eta: 3:58:29, time: 1.468, data_time: 0.139, memory: 10339, loss_action_cls: 0.0330, recall@thr=0.5: 0.7771, prec@thr=0.5: 0.8326, recall@top3: 0.8548, prec@top3: 0.6984, recall@top5: 0.9524, prec@top5: 0.4785, loss: 0.0330, grad_norm: 0.1187 2020-12-08 21:00:59,877 - mmaction - INFO - Epoch [13][880/1281] lr: 2.250e-02, eta: 3:57:59, time: 1.550, data_time: 0.107, memory: 10339, loss_action_cls: 0.0336, recall@thr=0.5: 0.7762, prec@thr=0.5: 0.8278, recall@top3: 0.8515, prec@top3: 0.6945, recall@top5: 0.9476, prec@top5: 0.4752, loss: 0.0336, grad_norm: 0.1183 2020-12-08 21:01:30,260 - mmaction - INFO - Epoch [13][900/1281] lr: 2.250e-02, eta: 3:57:29, time: 1.522, data_time: 0.004, memory: 10339, loss_action_cls: 0.0330, recall@thr=0.5: 0.7744, prec@thr=0.5: 0.8304, recall@top3: 0.8529, prec@top3: 0.6922, recall@top5: 0.9509, prec@top5: 0.4756, loss: 0.0330, grad_norm: 0.1205 2020-12-08 21:01:59,391 - mmaction - INFO - Epoch [13][920/1281] lr: 2.250e-02, eta: 3:56:57, time: 1.455, data_time: 0.001, memory: 10339, loss_action_cls: 0.0324, recall@thr=0.5: 0.7776, prec@thr=0.5: 0.8378, recall@top3: 0.8580, prec@top3: 0.6990, recall@top5: 0.9552, prec@top5: 0.4786, loss: 0.0324, grad_norm: 0.1209 2020-12-08 21:02:28,370 - mmaction - INFO - Epoch [13][940/1281] lr: 2.250e-02, eta: 3:56:26, time: 1.450, data_time: 0.003, memory: 10339, loss_action_cls: 0.0330, recall@thr=0.5: 0.7718, prec@thr=0.5: 0.8339, recall@top3: 0.8524, prec@top3: 0.6961, recall@top5: 0.9520, prec@top5: 0.4780, loss: 0.0330, grad_norm: 0.1187 2020-12-08 21:03:00,030 - mmaction - INFO - Epoch [13][960/1281] lr: 2.250e-02, eta: 3:55:56, time: 1.583, data_time: 0.002, memory: 10339, loss_action_cls: 0.0332, recall@thr=0.5: 0.7770, prec@thr=0.5: 0.8313, recall@top3: 0.8498, prec@top3: 0.6909, recall@top5: 0.9511, prec@top5: 0.4765, loss: 0.0332, grad_norm: 0.1184 2020-12-08 21:03:28,339 - mmaction - INFO - Epoch [13][980/1281] lr: 2.250e-02, eta: 3:55:25, time: 1.416, data_time: 0.002, memory: 10339, loss_action_cls: 0.0340, recall@thr=0.5: 0.7663, prec@thr=0.5: 0.8284, recall@top3: 0.8446, prec@top3: 0.6891, recall@top5: 0.9461, prec@top5: 0.4744, loss: 0.0340, grad_norm: 0.1205 2020-12-08 21:04:01,122 - mmaction - INFO - Epoch [13][1000/1281] lr: 2.250e-02, eta: 3:54:55, time: 1.636, data_time: 0.002, memory: 10339, loss_action_cls: 0.0334, recall@thr=0.5: 0.7736, prec@thr=0.5: 0.8331, recall@top3: 0.8523, prec@top3: 0.6966, recall@top5: 0.9512, prec@top5: 0.4782, loss: 0.0334, grad_norm: 0.1191 2020-12-08 21:04:26,326 - mmaction - INFO - Epoch [13][1020/1281] lr: 2.250e-02, eta: 3:54:22, time: 1.262, data_time: 0.020, memory: 10339, loss_action_cls: 0.0329, recall@thr=0.5: 0.7777, prec@thr=0.5: 0.8354, recall@top3: 0.8515, prec@top3: 0.6896, recall@top5: 0.9499, prec@top5: 0.4734, loss: 0.0329, grad_norm: 0.1202 2020-12-08 21:04:56,644 - mmaction - INFO - Epoch [13][1040/1281] lr: 2.250e-02, eta: 3:53:51, time: 1.517, data_time: 0.193, memory: 10339, loss_action_cls: 0.0325, recall@thr=0.5: 0.7811, prec@thr=0.5: 0.8432, recall@top3: 0.8566, prec@top3: 0.7033, recall@top5: 0.9531, prec@top5: 0.4809, loss: 0.0325, grad_norm: 0.1189 2020-12-08 21:05:27,907 - mmaction - INFO - Epoch [13][1060/1281] lr: 2.250e-02, eta: 3:53:21, time: 1.562, data_time: 0.416, memory: 10339, loss_action_cls: 0.0339, recall@thr=0.5: 0.7698, prec@thr=0.5: 0.8312, recall@top3: 0.8485, prec@top3: 0.6900, recall@top5: 0.9478, prec@top5: 0.4745, loss: 0.0339, grad_norm: 0.1222 2020-12-08 21:05:56,250 - mmaction - INFO - Epoch [13][1080/1281] lr: 2.250e-02, eta: 3:52:50, time: 1.419, data_time: 0.052, memory: 10339, loss_action_cls: 0.0335, recall@thr=0.5: 0.7676, prec@thr=0.5: 0.8308, recall@top3: 0.8505, prec@top3: 0.6898, recall@top5: 0.9484, prec@top5: 0.4732, loss: 0.0335, grad_norm: 0.1228 2020-12-08 21:06:25,559 - mmaction - INFO - Epoch [13][1100/1281] lr: 2.250e-02, eta: 3:52:19, time: 1.463, data_time: 0.001, memory: 10339, loss_action_cls: 0.0336, recall@thr=0.5: 0.7687, prec@thr=0.5: 0.8307, recall@top3: 0.8493, prec@top3: 0.6904, recall@top5: 0.9501, prec@top5: 0.4749, loss: 0.0336, grad_norm: 0.1213 2020-12-08 21:06:56,186 - mmaction - INFO - Epoch [13][1120/1281] lr: 2.250e-02, eta: 3:51:48, time: 1.531, data_time: 0.004, memory: 10339, loss_action_cls: 0.0328, recall@thr=0.5: 0.7742, prec@thr=0.5: 0.8315, recall@top3: 0.8538, prec@top3: 0.6915, recall@top5: 0.9507, prec@top5: 0.4733, loss: 0.0328, grad_norm: 0.1200 2020-12-08 21:07:27,056 - mmaction - INFO - Epoch [13][1140/1281] lr: 2.250e-02, eta: 3:51:18, time: 1.546, data_time: 0.004, memory: 10339, loss_action_cls: 0.0335, recall@thr=0.5: 0.7749, prec@thr=0.5: 0.8363, recall@top3: 0.8548, prec@top3: 0.6968, recall@top5: 0.9506, prec@top5: 0.4762, loss: 0.0335, grad_norm: 0.1204 2020-12-08 21:07:54,843 - mmaction - INFO - Epoch [13][1160/1281] lr: 2.250e-02, eta: 3:50:46, time: 1.390, data_time: 0.002, memory: 10339, loss_action_cls: 0.0339, recall@thr=0.5: 0.7683, prec@thr=0.5: 0.8301, recall@top3: 0.8499, prec@top3: 0.6906, recall@top5: 0.9492, prec@top5: 0.4752, loss: 0.0339, grad_norm: 0.1197 2020-12-08 21:08:25,752 - mmaction - INFO - Epoch [13][1180/1281] lr: 2.250e-02, eta: 3:50:16, time: 1.545, data_time: 0.001, memory: 10339, loss_action_cls: 0.0338, recall@thr=0.5: 0.7755, prec@thr=0.5: 0.8349, recall@top3: 0.8521, prec@top3: 0.6954, recall@top5: 0.9507, prec@top5: 0.4779, loss: 0.0338, grad_norm: 0.1213 2020-12-08 21:08:54,570 - mmaction - INFO - Epoch [13][1200/1281] lr: 2.250e-02, eta: 3:49:44, time: 1.439, data_time: 0.002, memory: 10339, loss_action_cls: 0.0333, recall@thr=0.5: 0.7757, prec@thr=0.5: 0.8353, recall@top3: 0.8520, prec@top3: 0.6935, recall@top5: 0.9529, prec@top5: 0.4778, loss: 0.0333, grad_norm: 0.1243 2020-12-08 21:09:23,925 - mmaction - INFO - Epoch [13][1220/1281] lr: 2.250e-02, eta: 3:49:13, time: 1.470, data_time: 0.004, memory: 10339, loss_action_cls: 0.0329, recall@thr=0.5: 0.7698, prec@thr=0.5: 0.8307, recall@top3: 0.8546, prec@top3: 0.6878, recall@top5: 0.9512, prec@top5: 0.4705, loss: 0.0329, grad_norm: 0.1239 2020-12-08 21:09:52,675 - mmaction - INFO - Epoch [13][1240/1281] lr: 2.250e-02, eta: 3:48:42, time: 1.437, data_time: 0.002, memory: 10339, loss_action_cls: 0.0330, recall@thr=0.5: 0.7735, prec@thr=0.5: 0.8308, recall@top3: 0.8521, prec@top3: 0.7022, recall@top5: 0.9525, prec@top5: 0.4818, loss: 0.0330, grad_norm: 0.1211 2020-12-08 21:10:22,097 - mmaction - INFO - Epoch [13][1260/1281] lr: 2.250e-02, eta: 3:48:11, time: 1.469, data_time: 0.002, memory: 10339, loss_action_cls: 0.0326, recall@thr=0.5: 0.7765, prec@thr=0.5: 0.8354, recall@top3: 0.8552, prec@top3: 0.6934, recall@top5: 0.9508, prec@top5: 0.4741, loss: 0.0326, grad_norm: 0.1203 2020-12-08 21:10:49,072 - mmaction - INFO - Epoch [13][1280/1281] lr: 2.250e-02, eta: 3:47:39, time: 1.352, data_time: 0.004, memory: 10339, loss_action_cls: 0.0323, recall@thr=0.5: 0.7776, prec@thr=0.5: 0.8374, recall@top3: 0.8567, prec@top3: 0.6979, recall@top5: 0.9531, prec@top5: 0.4765, loss: 0.0323, grad_norm: 0.1230 2020-12-08 21:10:56,616 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-12-08 21:20:23,793 - mmaction - INFO - Evaluating proposal ... 2020-12-08 21:21:30,063 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 21:21:30,064 - mmaction - INFO - Evaluating bbox ... 2020-12-08 21:29:15,112 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2435 2020-12-08 21:29:16,260 - mmaction - INFO - Epoch(val) [13][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2435 2020-12-08 21:30:32,623 - mmaction - INFO - Epoch [14][20/1281] lr: 2.250e-02, eta: 3:47:30, time: 3.815, data_time: 2.683, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7871, prec@thr=0.5: 0.8437, recall@top3: 0.8589, prec@top3: 0.7056, recall@top5: 0.9551, prec@top5: 0.4819, loss: 0.0319, grad_norm: 0.1184 2020-12-08 21:31:02,254 - mmaction - INFO - Epoch [14][40/1281] lr: 2.250e-02, eta: 3:46:59, time: 1.484, data_time: 0.163, memory: 10339, loss_action_cls: 0.0322, recall@thr=0.5: 0.7851, prec@thr=0.5: 0.8376, recall@top3: 0.8567, prec@top3: 0.6900, recall@top5: 0.9516, prec@top5: 0.4726, loss: 0.0322, grad_norm: 0.1223 2020-12-08 21:31:31,954 - mmaction - INFO - Epoch [14][60/1281] lr: 2.250e-02, eta: 3:46:28, time: 1.485, data_time: 0.146, memory: 10339, loss_action_cls: 0.0323, recall@thr=0.5: 0.7791, prec@thr=0.5: 0.8418, recall@top3: 0.8568, prec@top3: 0.6949, recall@top5: 0.9568, prec@top5: 0.4778, loss: 0.0323, grad_norm: 0.1206 2020-12-08 21:32:02,482 - mmaction - INFO - Epoch [14][80/1281] lr: 2.250e-02, eta: 3:45:58, time: 1.525, data_time: 0.354, memory: 10339, loss_action_cls: 0.0324, recall@thr=0.5: 0.7807, prec@thr=0.5: 0.8323, recall@top3: 0.8588, prec@top3: 0.6952, recall@top5: 0.9537, prec@top5: 0.4753, loss: 0.0324, grad_norm: 0.1206 2020-12-08 21:32:31,855 - mmaction - INFO - Epoch [14][100/1281] lr: 2.250e-02, eta: 3:45:27, time: 1.468, data_time: 0.311, memory: 10339, loss_action_cls: 0.0334, recall@thr=0.5: 0.7701, prec@thr=0.5: 0.8340, recall@top3: 0.8497, prec@top3: 0.6947, recall@top5: 0.9498, prec@top5: 0.4774, loss: 0.0334, grad_norm: 0.1231 2020-12-08 21:33:01,292 - mmaction - INFO - Epoch [14][120/1281] lr: 2.250e-02, eta: 3:44:56, time: 1.472, data_time: 0.185, memory: 10339, loss_action_cls: 0.0326, recall@thr=0.5: 0.7792, prec@thr=0.5: 0.8374, recall@top3: 0.8526, prec@top3: 0.6998, recall@top5: 0.9515, prec@top5: 0.4804, loss: 0.0326, grad_norm: 0.1224 2020-12-08 21:33:31,464 - mmaction - INFO - Epoch [14][140/1281] lr: 2.250e-02, eta: 3:44:25, time: 1.510, data_time: 0.103, memory: 10339, loss_action_cls: 0.0326, recall@thr=0.5: 0.7702, prec@thr=0.5: 0.8342, recall@top3: 0.8533, prec@top3: 0.6943, recall@top5: 0.9497, prec@top5: 0.4750, loss: 0.0326, grad_norm: 0.1208 2020-12-08 21:34:00,528 - mmaction - INFO - Epoch [14][160/1281] lr: 2.250e-02, eta: 3:43:54, time: 1.454, data_time: 0.219, memory: 10339, loss_action_cls: 0.0325, recall@thr=0.5: 0.7855, prec@thr=0.5: 0.8375, recall@top3: 0.8542, prec@top3: 0.6965, recall@top5: 0.9515, prec@top5: 0.4779, loss: 0.0325, grad_norm: 0.1223 2020-12-08 21:34:29,982 - mmaction - INFO - Epoch [14][180/1281] lr: 2.250e-02, eta: 3:43:23, time: 1.471, data_time: 0.001, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7754, prec@thr=0.5: 0.8344, recall@top3: 0.8555, prec@top3: 0.6943, recall@top5: 0.9519, prec@top5: 0.4748, loss: 0.0318, grad_norm: 0.1273 2020-12-08 21:34:58,768 - mmaction - INFO - Epoch [14][200/1281] lr: 2.250e-02, eta: 3:42:51, time: 1.438, data_time: 0.009, memory: 10339, loss_action_cls: 0.0325, recall@thr=0.5: 0.7805, prec@thr=0.5: 0.8398, recall@top3: 0.8546, prec@top3: 0.7005, recall@top5: 0.9500, prec@top5: 0.4790, loss: 0.0325, grad_norm: 0.1191 2020-12-08 21:35:28,665 - mmaction - INFO - Epoch [14][220/1281] lr: 2.250e-02, eta: 3:42:20, time: 1.497, data_time: 0.004, memory: 10339, loss_action_cls: 0.0332, recall@thr=0.5: 0.7740, prec@thr=0.5: 0.8319, recall@top3: 0.8501, prec@top3: 0.6930, recall@top5: 0.9514, prec@top5: 0.4773, loss: 0.0332, grad_norm: 0.1214 2020-12-08 21:36:01,616 - mmaction - INFO - Epoch [14][240/1281] lr: 2.250e-02, eta: 3:41:51, time: 1.647, data_time: 0.002, memory: 10339, loss_action_cls: 0.0327, recall@thr=0.5: 0.7812, prec@thr=0.5: 0.8357, recall@top3: 0.8578, prec@top3: 0.6972, recall@top5: 0.9536, prec@top5: 0.4761, loss: 0.0327, grad_norm: 0.1189 2020-12-08 21:36:31,009 - mmaction - INFO - Epoch [14][260/1281] lr: 2.250e-02, eta: 3:41:20, time: 1.470, data_time: 0.005, memory: 10339, loss_action_cls: 0.0327, recall@thr=0.5: 0.7749, prec@thr=0.5: 0.8339, recall@top3: 0.8518, prec@top3: 0.6911, recall@top5: 0.9511, prec@top5: 0.4745, loss: 0.0327, grad_norm: 0.1174 2020-12-08 21:37:00,473 - mmaction - INFO - Epoch [14][280/1281] lr: 2.250e-02, eta: 3:40:49, time: 1.472, data_time: 0.002, memory: 10339, loss_action_cls: 0.0328, recall@thr=0.5: 0.7762, prec@thr=0.5: 0.8330, recall@top3: 0.8525, prec@top3: 0.7038, recall@top5: 0.9549, prec@top5: 0.4844, loss: 0.0328, grad_norm: 0.1193 2020-12-08 21:37:30,856 - mmaction - INFO - Epoch [14][300/1281] lr: 2.250e-02, eta: 3:40:19, time: 1.518, data_time: 0.003, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7883, prec@thr=0.5: 0.8407, recall@top3: 0.8557, prec@top3: 0.6958, recall@top5: 0.9551, prec@top5: 0.4780, loss: 0.0316, grad_norm: 0.1236 2020-12-08 21:38:00,772 - mmaction - INFO - Epoch [14][320/1281] lr: 2.250e-02, eta: 3:39:48, time: 1.498, data_time: 0.004, memory: 10339, loss_action_cls: 0.0326, recall@thr=0.5: 0.7657, prec@thr=0.5: 0.8319, recall@top3: 0.8524, prec@top3: 0.6900, recall@top5: 0.9520, prec@top5: 0.4739, loss: 0.0326, grad_norm: 0.1271 2020-12-08 21:38:31,206 - mmaction - INFO - Epoch [14][340/1281] lr: 2.250e-02, eta: 3:39:17, time: 1.519, data_time: 0.001, memory: 10339, loss_action_cls: 0.0334, recall@thr=0.5: 0.7751, prec@thr=0.5: 0.8302, recall@top3: 0.8549, prec@top3: 0.6899, recall@top5: 0.9475, prec@top5: 0.4704, loss: 0.0334, grad_norm: 0.1246 2020-12-08 21:39:00,264 - mmaction - INFO - Epoch [14][360/1281] lr: 2.250e-02, eta: 3:38:46, time: 1.455, data_time: 0.004, memory: 10339, loss_action_cls: 0.0328, recall@thr=0.5: 0.7720, prec@thr=0.5: 0.8290, recall@top3: 0.8534, prec@top3: 0.6892, recall@top5: 0.9520, prec@top5: 0.4736, loss: 0.0328, grad_norm: 0.1244 2020-12-08 21:39:30,570 - mmaction - INFO - Epoch [14][380/1281] lr: 2.250e-02, eta: 3:38:15, time: 1.515, data_time: 0.001, memory: 10339, loss_action_cls: 0.0322, recall@thr=0.5: 0.7770, prec@thr=0.5: 0.8369, recall@top3: 0.8546, prec@top3: 0.6992, recall@top5: 0.9535, prec@top5: 0.4794, loss: 0.0322, grad_norm: 0.1197 2020-12-08 21:40:00,796 - mmaction - INFO - Epoch [14][400/1281] lr: 2.250e-02, eta: 3:37:45, time: 1.510, data_time: 0.001, memory: 10339, loss_action_cls: 0.0323, recall@thr=0.5: 0.7846, prec@thr=0.5: 0.8363, recall@top3: 0.8584, prec@top3: 0.7011, recall@top5: 0.9551, prec@top5: 0.4800, loss: 0.0323, grad_norm: 0.1213 2020-12-08 21:40:30,829 - mmaction - INFO - Epoch [14][420/1281] lr: 2.250e-02, eta: 3:37:14, time: 1.502, data_time: 0.002, memory: 10339, loss_action_cls: 0.0320, recall@thr=0.5: 0.7855, prec@thr=0.5: 0.8400, recall@top3: 0.8580, prec@top3: 0.7011, recall@top5: 0.9554, prec@top5: 0.4794, loss: 0.0320, grad_norm: 0.1221 2020-12-08 21:41:02,195 - mmaction - INFO - Epoch [14][440/1281] lr: 2.250e-02, eta: 3:36:44, time: 1.569, data_time: 0.002, memory: 10339, loss_action_cls: 0.0333, recall@thr=0.5: 0.7747, prec@thr=0.5: 0.8320, recall@top3: 0.8438, prec@top3: 0.6854, recall@top5: 0.9483, prec@top5: 0.4743, loss: 0.0333, grad_norm: 0.1258 2020-12-08 21:41:31,121 - mmaction - INFO - Epoch [14][460/1281] lr: 2.250e-02, eta: 3:36:13, time: 1.444, data_time: 0.001, memory: 10339, loss_action_cls: 0.0326, recall@thr=0.5: 0.7803, prec@thr=0.5: 0.8408, recall@top3: 0.8572, prec@top3: 0.7024, recall@top5: 0.9520, prec@top5: 0.4800, loss: 0.0326, grad_norm: 0.1204 2020-12-08 21:42:01,865 - mmaction - INFO - Epoch [14][480/1281] lr: 2.250e-02, eta: 3:35:42, time: 1.537, data_time: 0.273, memory: 10339, loss_action_cls: 0.0327, recall@thr=0.5: 0.7790, prec@thr=0.5: 0.8315, recall@top3: 0.8532, prec@top3: 0.7003, recall@top5: 0.9513, prec@top5: 0.4799, loss: 0.0327, grad_norm: 0.1221 2020-12-08 21:42:30,647 - mmaction - INFO - Epoch [14][500/1281] lr: 2.250e-02, eta: 3:35:11, time: 1.439, data_time: 0.226, memory: 10339, loss_action_cls: 0.0317, recall@thr=0.5: 0.7804, prec@thr=0.5: 0.8382, recall@top3: 0.8579, prec@top3: 0.6978, recall@top5: 0.9552, prec@top5: 0.4771, loss: 0.0317, grad_norm: 0.1243 2020-12-08 21:43:01,144 - mmaction - INFO - Epoch [14][520/1281] lr: 2.250e-02, eta: 3:34:40, time: 1.525, data_time: 0.012, memory: 10339, loss_action_cls: 0.0332, recall@thr=0.5: 0.7739, prec@thr=0.5: 0.8375, recall@top3: 0.8526, prec@top3: 0.7011, recall@top5: 0.9505, prec@top5: 0.4807, loss: 0.0332, grad_norm: 0.1252 2020-12-08 21:43:29,367 - mmaction - INFO - Epoch [14][540/1281] lr: 2.250e-02, eta: 3:34:09, time: 1.412, data_time: 0.004, memory: 10339, loss_action_cls: 0.0324, recall@thr=0.5: 0.7835, prec@thr=0.5: 0.8355, recall@top3: 0.8575, prec@top3: 0.6946, recall@top5: 0.9527, prec@top5: 0.4743, loss: 0.0324, grad_norm: 0.1209 2020-12-08 21:43:58,339 - mmaction - INFO - Epoch [14][560/1281] lr: 2.250e-02, eta: 3:33:38, time: 1.450, data_time: 0.003, memory: 10339, loss_action_cls: 0.0332, recall@thr=0.5: 0.7710, prec@thr=0.5: 0.8322, recall@top3: 0.8518, prec@top3: 0.6863, recall@top5: 0.9509, prec@top5: 0.4711, loss: 0.0332, grad_norm: 0.1242 2020-12-08 21:44:28,752 - mmaction - INFO - Epoch [14][580/1281] lr: 2.250e-02, eta: 3:33:07, time: 1.519, data_time: 0.002, memory: 10339, loss_action_cls: 0.0330, recall@thr=0.5: 0.7792, prec@thr=0.5: 0.8359, recall@top3: 0.8553, prec@top3: 0.7014, recall@top5: 0.9527, prec@top5: 0.4803, loss: 0.0330, grad_norm: 0.1232 2020-12-08 21:45:00,406 - mmaction - INFO - Epoch [14][600/1281] lr: 2.250e-02, eta: 3:32:37, time: 1.583, data_time: 0.003, memory: 10339, loss_action_cls: 0.0327, recall@thr=0.5: 0.7752, prec@thr=0.5: 0.8356, recall@top3: 0.8537, prec@top3: 0.6999, recall@top5: 0.9497, prec@top5: 0.4788, loss: 0.0327, grad_norm: 0.1196 2020-12-08 21:45:33,240 - mmaction - INFO - Epoch [14][620/1281] lr: 2.250e-02, eta: 3:32:08, time: 1.642, data_time: 0.003, memory: 10339, loss_action_cls: 0.0326, recall@thr=0.5: 0.7741, prec@thr=0.5: 0.8330, recall@top3: 0.8511, prec@top3: 0.6919, recall@top5: 0.9525, prec@top5: 0.4758, loss: 0.0326, grad_norm: 0.1232 2020-12-08 21:46:02,796 - mmaction - INFO - Epoch [14][640/1281] lr: 2.250e-02, eta: 3:31:37, time: 1.480, data_time: 0.003, memory: 10339, loss_action_cls: 0.0320, recall@thr=0.5: 0.7782, prec@thr=0.5: 0.8392, recall@top3: 0.8619, prec@top3: 0.6942, recall@top5: 0.9526, prec@top5: 0.4714, loss: 0.0320, grad_norm: 0.1210 2020-12-08 21:46:36,176 - mmaction - INFO - Epoch [14][660/1281] lr: 2.250e-02, eta: 3:31:08, time: 1.669, data_time: 0.001, memory: 10339, loss_action_cls: 0.0333, recall@thr=0.5: 0.7772, prec@thr=0.5: 0.8324, recall@top3: 0.8490, prec@top3: 0.6951, recall@top5: 0.9484, prec@top5: 0.4789, loss: 0.0333, grad_norm: 0.1280 2020-12-08 21:47:04,316 - mmaction - INFO - Epoch [14][680/1281] lr: 2.250e-02, eta: 3:30:36, time: 1.408, data_time: 0.002, memory: 10339, loss_action_cls: 0.0330, recall@thr=0.5: 0.7779, prec@thr=0.5: 0.8402, recall@top3: 0.8534, prec@top3: 0.6949, recall@top5: 0.9510, prec@top5: 0.4767, loss: 0.0330, grad_norm: 0.1250 2020-12-08 21:47:34,293 - mmaction - INFO - Epoch [14][700/1281] lr: 2.250e-02, eta: 3:30:05, time: 1.498, data_time: 0.008, memory: 10339, loss_action_cls: 0.0332, recall@thr=0.5: 0.7737, prec@thr=0.5: 0.8286, recall@top3: 0.8511, prec@top3: 0.6911, recall@top5: 0.9512, prec@top5: 0.4754, loss: 0.0332, grad_norm: 0.1245 2020-12-08 21:48:09,859 - mmaction - INFO - Epoch [14][720/1281] lr: 2.250e-02, eta: 3:29:37, time: 1.777, data_time: 0.001, memory: 10339, loss_action_cls: 0.0335, recall@thr=0.5: 0.7772, prec@thr=0.5: 0.8264, recall@top3: 0.8536, prec@top3: 0.6985, recall@top5: 0.9507, prec@top5: 0.4783, loss: 0.0335, grad_norm: 0.1219 2020-12-08 21:48:39,293 - mmaction - INFO - Epoch [14][740/1281] lr: 2.250e-02, eta: 3:29:06, time: 1.473, data_time: 0.003, memory: 10339, loss_action_cls: 0.0334, recall@thr=0.5: 0.7729, prec@thr=0.5: 0.8359, recall@top3: 0.8537, prec@top3: 0.7016, recall@top5: 0.9514, prec@top5: 0.4811, loss: 0.0334, grad_norm: 0.1217 2020-12-08 21:49:09,533 - mmaction - INFO - Epoch [14][760/1281] lr: 2.250e-02, eta: 3:28:36, time: 1.513, data_time: 0.001, memory: 10339, loss_action_cls: 0.0334, recall@thr=0.5: 0.7734, prec@thr=0.5: 0.8335, recall@top3: 0.8526, prec@top3: 0.6938, recall@top5: 0.9509, prec@top5: 0.4764, loss: 0.0334, grad_norm: 0.1245 2020-12-08 21:49:39,405 - mmaction - INFO - Epoch [14][780/1281] lr: 2.250e-02, eta: 3:28:05, time: 1.493, data_time: 0.001, memory: 10339, loss_action_cls: 0.0328, recall@thr=0.5: 0.7779, prec@thr=0.5: 0.8312, recall@top3: 0.8495, prec@top3: 0.6953, recall@top5: 0.9498, prec@top5: 0.4773, loss: 0.0328, grad_norm: 0.1214 2020-12-08 21:50:09,159 - mmaction - INFO - Epoch [14][800/1281] lr: 2.250e-02, eta: 3:27:34, time: 1.486, data_time: 0.002, memory: 10339, loss_action_cls: 0.0325, recall@thr=0.5: 0.7771, prec@thr=0.5: 0.8381, recall@top3: 0.8547, prec@top3: 0.6999, recall@top5: 0.9519, prec@top5: 0.4799, loss: 0.0325, grad_norm: 0.1221 2020-12-08 21:50:37,972 - mmaction - INFO - Epoch [14][820/1281] lr: 2.250e-02, eta: 3:27:03, time: 1.443, data_time: 0.003, memory: 10339, loss_action_cls: 0.0325, recall@thr=0.5: 0.7856, prec@thr=0.5: 0.8423, recall@top3: 0.8539, prec@top3: 0.7016, recall@top5: 0.9526, prec@top5: 0.4814, loss: 0.0325, grad_norm: 0.1204 2020-12-08 21:51:10,269 - mmaction - INFO - Epoch [14][840/1281] lr: 2.250e-02, eta: 3:26:33, time: 1.611, data_time: 0.001, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7811, prec@thr=0.5: 0.8420, recall@top3: 0.8555, prec@top3: 0.6940, recall@top5: 0.9553, prec@top5: 0.4771, loss: 0.0319, grad_norm: 0.1223 2020-12-08 21:51:36,892 - mmaction - INFO - Epoch [14][860/1281] lr: 2.250e-02, eta: 3:26:01, time: 1.334, data_time: 0.005, memory: 10339, loss_action_cls: 0.0327, recall@thr=0.5: 0.7784, prec@thr=0.5: 0.8374, recall@top3: 0.8538, prec@top3: 0.6870, recall@top5: 0.9513, prec@top5: 0.4716, loss: 0.0327, grad_norm: 0.1233 2020-12-08 21:52:08,523 - mmaction - INFO - Epoch [14][880/1281] lr: 2.250e-02, eta: 3:25:31, time: 1.579, data_time: 0.019, memory: 10339, loss_action_cls: 0.0333, recall@thr=0.5: 0.7760, prec@thr=0.5: 0.8300, recall@top3: 0.8491, prec@top3: 0.6937, recall@top5: 0.9492, prec@top5: 0.4770, loss: 0.0333, grad_norm: 0.1221 2020-12-08 21:52:36,873 - mmaction - INFO - Epoch [14][900/1281] lr: 2.250e-02, eta: 3:24:59, time: 1.418, data_time: 0.004, memory: 10339, loss_action_cls: 0.0331, recall@thr=0.5: 0.7788, prec@thr=0.5: 0.8373, recall@top3: 0.8524, prec@top3: 0.6913, recall@top5: 0.9488, prec@top5: 0.4727, loss: 0.0331, grad_norm: 0.1240 2020-12-08 21:53:06,400 - mmaction - INFO - Epoch [14][920/1281] lr: 2.250e-02, eta: 3:24:28, time: 1.479, data_time: 0.003, memory: 10339, loss_action_cls: 0.0326, recall@thr=0.5: 0.7789, prec@thr=0.5: 0.8372, recall@top3: 0.8565, prec@top3: 0.7009, recall@top5: 0.9532, prec@top5: 0.4796, loss: 0.0326, grad_norm: 0.1242 2020-12-08 21:53:37,664 - mmaction - INFO - Epoch [14][940/1281] lr: 2.250e-02, eta: 3:23:58, time: 1.562, data_time: 0.042, memory: 10339, loss_action_cls: 0.0326, recall@thr=0.5: 0.7816, prec@thr=0.5: 0.8405, recall@top3: 0.8558, prec@top3: 0.7004, recall@top5: 0.9542, prec@top5: 0.4807, loss: 0.0326, grad_norm: 0.1223 2020-12-08 21:54:10,647 - mmaction - INFO - Epoch [14][960/1281] lr: 2.250e-02, eta: 3:23:29, time: 1.650, data_time: 0.226, memory: 10339, loss_action_cls: 0.0325, recall@thr=0.5: 0.7773, prec@thr=0.5: 0.8339, recall@top3: 0.8520, prec@top3: 0.7023, recall@top5: 0.9548, prec@top5: 0.4829, loss: 0.0325, grad_norm: 0.1241 2020-12-08 21:54:40,460 - mmaction - INFO - Epoch [14][980/1281] lr: 2.250e-02, eta: 3:22:58, time: 1.490, data_time: 0.046, memory: 10339, loss_action_cls: 0.0321, recall@thr=0.5: 0.7766, prec@thr=0.5: 0.8330, recall@top3: 0.8548, prec@top3: 0.6933, recall@top5: 0.9514, prec@top5: 0.4743, loss: 0.0321, grad_norm: 0.1215 2020-12-08 21:55:13,177 - mmaction - INFO - Epoch [14][1000/1281] lr: 2.250e-02, eta: 3:22:28, time: 1.634, data_time: 0.002, memory: 10339, loss_action_cls: 0.0338, recall@thr=0.5: 0.7755, prec@thr=0.5: 0.8279, recall@top3: 0.8473, prec@top3: 0.7011, recall@top5: 0.9515, prec@top5: 0.4843, loss: 0.0338, grad_norm: 0.1243 2020-12-08 21:55:44,693 - mmaction - INFO - Epoch [14][1020/1281] lr: 2.250e-02, eta: 3:21:58, time: 1.577, data_time: 0.004, memory: 10339, loss_action_cls: 0.0323, recall@thr=0.5: 0.7759, prec@thr=0.5: 0.8375, recall@top3: 0.8471, prec@top3: 0.7034, recall@top5: 0.9514, prec@top5: 0.4849, loss: 0.0323, grad_norm: 0.1269 2020-12-08 21:56:13,756 - mmaction - INFO - Epoch [14][1040/1281] lr: 2.250e-02, eta: 3:21:27, time: 1.452, data_time: 0.108, memory: 10339, loss_action_cls: 0.0336, recall@thr=0.5: 0.7784, prec@thr=0.5: 0.8346, recall@top3: 0.8524, prec@top3: 0.6957, recall@top5: 0.9525, prec@top5: 0.4781, loss: 0.0336, grad_norm: 0.1251 2020-12-08 21:56:42,640 - mmaction - INFO - Epoch [14][1060/1281] lr: 2.250e-02, eta: 3:20:56, time: 1.447, data_time: 0.016, memory: 10339, loss_action_cls: 0.0322, recall@thr=0.5: 0.7727, prec@thr=0.5: 0.8407, recall@top3: 0.8539, prec@top3: 0.6882, recall@top5: 0.9537, prec@top5: 0.4728, loss: 0.0322, grad_norm: 0.1233 2020-12-08 21:57:15,651 - mmaction - INFO - Epoch [14][1080/1281] lr: 2.250e-02, eta: 3:20:27, time: 1.652, data_time: 0.002, memory: 10339, loss_action_cls: 0.0326, recall@thr=0.5: 0.7826, prec@thr=0.5: 0.8379, recall@top3: 0.8578, prec@top3: 0.7005, recall@top5: 0.9518, prec@top5: 0.4779, loss: 0.0326, grad_norm: 0.1216 2020-12-08 21:57:47,715 - mmaction - INFO - Epoch [14][1100/1281] lr: 2.250e-02, eta: 3:19:57, time: 1.602, data_time: 0.001, memory: 10339, loss_action_cls: 0.0330, recall@thr=0.5: 0.7819, prec@thr=0.5: 0.8374, recall@top3: 0.8560, prec@top3: 0.6971, recall@top5: 0.9538, prec@top5: 0.4782, loss: 0.0330, grad_norm: 0.1223 2020-12-08 21:58:16,640 - mmaction - INFO - Epoch [14][1120/1281] lr: 2.250e-02, eta: 3:19:26, time: 1.446, data_time: 0.002, memory: 10339, loss_action_cls: 0.0325, recall@thr=0.5: 0.7765, prec@thr=0.5: 0.8386, recall@top3: 0.8519, prec@top3: 0.6848, recall@top5: 0.9501, prec@top5: 0.4693, loss: 0.0325, grad_norm: 0.1250 2020-12-08 21:58:45,908 - mmaction - INFO - Epoch [14][1140/1281] lr: 2.250e-02, eta: 3:18:55, time: 1.463, data_time: 0.002, memory: 10339, loss_action_cls: 0.0330, recall@thr=0.5: 0.7735, prec@thr=0.5: 0.8364, recall@top3: 0.8501, prec@top3: 0.6993, recall@top5: 0.9522, prec@top5: 0.4814, loss: 0.0330, grad_norm: 0.1248 2020-12-08 21:59:14,802 - mmaction - INFO - Epoch [14][1160/1281] lr: 2.250e-02, eta: 3:18:23, time: 1.446, data_time: 0.002, memory: 10339, loss_action_cls: 0.0325, recall@thr=0.5: 0.7797, prec@thr=0.5: 0.8422, recall@top3: 0.8552, prec@top3: 0.6917, recall@top5: 0.9519, prec@top5: 0.4740, loss: 0.0325, grad_norm: 0.1224 2020-12-08 21:59:45,895 - mmaction - INFO - Epoch [14][1180/1281] lr: 2.250e-02, eta: 3:17:53, time: 1.554, data_time: 0.001, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7837, prec@thr=0.5: 0.8394, recall@top3: 0.8583, prec@top3: 0.7018, recall@top5: 0.9545, prec@top5: 0.4805, loss: 0.0319, grad_norm: 0.1223 2020-12-08 22:00:14,151 - mmaction - INFO - Epoch [14][1200/1281] lr: 2.250e-02, eta: 3:17:22, time: 1.412, data_time: 0.002, memory: 10339, loss_action_cls: 0.0331, recall@thr=0.5: 0.7734, prec@thr=0.5: 0.8372, recall@top3: 0.8502, prec@top3: 0.6975, recall@top5: 0.9504, prec@top5: 0.4799, loss: 0.0331, grad_norm: 0.1227 2020-12-08 22:00:45,123 - mmaction - INFO - Epoch [14][1220/1281] lr: 2.250e-02, eta: 3:16:51, time: 1.547, data_time: 0.306, memory: 10339, loss_action_cls: 0.0326, recall@thr=0.5: 0.7757, prec@thr=0.5: 0.8364, recall@top3: 0.8552, prec@top3: 0.6911, recall@top5: 0.9461, prec@top5: 0.4694, loss: 0.0326, grad_norm: 0.1237 2020-12-08 22:01:11,754 - mmaction - INFO - Epoch [14][1240/1281] lr: 2.250e-02, eta: 3:16:19, time: 1.334, data_time: 0.159, memory: 10339, loss_action_cls: 0.0327, recall@thr=0.5: 0.7773, prec@thr=0.5: 0.8296, recall@top3: 0.8525, prec@top3: 0.6917, recall@top5: 0.9514, prec@top5: 0.4747, loss: 0.0327, grad_norm: 0.1229 2020-12-08 22:01:43,774 - mmaction - INFO - Epoch [14][1260/1281] lr: 2.250e-02, eta: 3:15:49, time: 1.599, data_time: 0.332, memory: 10339, loss_action_cls: 0.0334, recall@thr=0.5: 0.7716, prec@thr=0.5: 0.8312, recall@top3: 0.8535, prec@top3: 0.6937, recall@top5: 0.9512, prec@top5: 0.4749, loss: 0.0334, grad_norm: 0.1252 2020-12-08 22:02:14,387 - mmaction - INFO - Epoch [14][1280/1281] lr: 2.250e-02, eta: 3:15:19, time: 1.533, data_time: 0.240, memory: 10339, loss_action_cls: 0.0322, recall@thr=0.5: 0.7828, prec@thr=0.5: 0.8378, recall@top3: 0.8586, prec@top3: 0.7006, recall@top5: 0.9527, prec@top5: 0.4782, loss: 0.0322, grad_norm: 0.1218 2020-12-08 22:02:17,780 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-12-08 22:11:36,298 - mmaction - INFO - Evaluating proposal ... 2020-12-08 22:12:40,474 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 22:12:40,475 - mmaction - INFO - Evaluating bbox ... 2020-12-08 22:20:26,467 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2436 2020-12-08 22:20:27,637 - mmaction - INFO - Epoch(val) [14][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2436 2020-12-08 22:21:45,129 - mmaction - INFO - Epoch [15][20/1281] lr: 2.250e-02, eta: 3:15:06, time: 3.867, data_time: 2.736, memory: 10339, loss_action_cls: 0.0320, recall@thr=0.5: 0.7856, prec@thr=0.5: 0.8411, recall@top3: 0.8583, prec@top3: 0.7012, recall@top5: 0.9534, prec@top5: 0.4787, loss: 0.0320, grad_norm: 0.1227 2020-12-08 22:22:15,139 - mmaction - INFO - Epoch [15][40/1281] lr: 2.250e-02, eta: 3:14:36, time: 1.503, data_time: 0.262, memory: 10339, loss_action_cls: 0.0321, recall@thr=0.5: 0.7807, prec@thr=0.5: 0.8356, recall@top3: 0.8598, prec@top3: 0.6986, recall@top5: 0.9533, prec@top5: 0.4758, loss: 0.0321, grad_norm: 0.1238 2020-12-08 22:22:43,382 - mmaction - INFO - Epoch [15][60/1281] lr: 2.250e-02, eta: 3:14:04, time: 1.412, data_time: 0.001, memory: 10339, loss_action_cls: 0.0323, recall@thr=0.5: 0.7833, prec@thr=0.5: 0.8396, recall@top3: 0.8496, prec@top3: 0.7012, recall@top5: 0.9529, prec@top5: 0.4835, loss: 0.0323, grad_norm: 0.1231 2020-12-08 22:23:15,034 - mmaction - INFO - Epoch [15][80/1281] lr: 2.250e-02, eta: 3:13:34, time: 1.582, data_time: 0.001, memory: 10339, loss_action_cls: 0.0323, recall@thr=0.5: 0.7849, prec@thr=0.5: 0.8430, recall@top3: 0.8555, prec@top3: 0.6965, recall@top5: 0.9530, prec@top5: 0.4778, loss: 0.0323, grad_norm: 0.1206 2020-12-08 22:23:44,196 - mmaction - INFO - Epoch [15][100/1281] lr: 2.250e-02, eta: 3:13:03, time: 1.456, data_time: 0.001, memory: 10339, loss_action_cls: 0.0317, recall@thr=0.5: 0.7809, prec@thr=0.5: 0.8332, recall@top3: 0.8619, prec@top3: 0.6995, recall@top5: 0.9532, prec@top5: 0.4754, loss: 0.0317, grad_norm: 0.1232 2020-12-08 22:24:15,329 - mmaction - INFO - Epoch [15][120/1281] lr: 2.250e-02, eta: 3:12:33, time: 1.558, data_time: 0.004, memory: 10339, loss_action_cls: 0.0331, recall@thr=0.5: 0.7764, prec@thr=0.5: 0.8361, recall@top3: 0.8515, prec@top3: 0.6902, recall@top5: 0.9511, prec@top5: 0.4744, loss: 0.0331, grad_norm: 0.1235 2020-12-08 22:24:43,621 - mmaction - INFO - Epoch [15][140/1281] lr: 2.250e-02, eta: 3:12:01, time: 1.415, data_time: 0.002, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7831, prec@thr=0.5: 0.8390, recall@top3: 0.8620, prec@top3: 0.6982, recall@top5: 0.9549, prec@top5: 0.4757, loss: 0.0318, grad_norm: 0.1265 2020-12-08 22:25:13,858 - mmaction - INFO - Epoch [15][160/1281] lr: 2.250e-02, eta: 3:11:30, time: 1.510, data_time: 0.001, memory: 10339, loss_action_cls: 0.0327, recall@thr=0.5: 0.7751, prec@thr=0.5: 0.8371, recall@top3: 0.8544, prec@top3: 0.6970, recall@top5: 0.9514, prec@top5: 0.4770, loss: 0.0327, grad_norm: 0.1251 2020-12-08 22:25:41,938 - mmaction - INFO - Epoch [15][180/1281] lr: 2.250e-02, eta: 3:10:59, time: 1.405, data_time: 0.003, memory: 10339, loss_action_cls: 0.0324, recall@thr=0.5: 0.7776, prec@thr=0.5: 0.8415, recall@top3: 0.8535, prec@top3: 0.6941, recall@top5: 0.9517, prec@top5: 0.4755, loss: 0.0324, grad_norm: 0.1255 2020-12-08 22:26:14,244 - mmaction - INFO - Epoch [15][200/1281] lr: 2.250e-02, eta: 3:10:29, time: 1.616, data_time: 0.051, memory: 10339, loss_action_cls: 0.0328, recall@thr=0.5: 0.7756, prec@thr=0.5: 0.8352, recall@top3: 0.8500, prec@top3: 0.6928, recall@top5: 0.9515, prec@top5: 0.4770, loss: 0.0328, grad_norm: 0.1266 2020-12-08 22:26:42,361 - mmaction - INFO - Epoch [15][220/1281] lr: 2.250e-02, eta: 3:09:58, time: 1.406, data_time: 0.001, memory: 10339, loss_action_cls: 0.0321, recall@thr=0.5: 0.7932, prec@thr=0.5: 0.8451, recall@top3: 0.8599, prec@top3: 0.7043, recall@top5: 0.9536, prec@top5: 0.4804, loss: 0.0321, grad_norm: 0.1243 2020-12-08 22:27:13,392 - mmaction - INFO - Epoch [15][240/1281] lr: 2.250e-02, eta: 3:09:27, time: 1.551, data_time: 0.001, memory: 10339, loss_action_cls: 0.0329, recall@thr=0.5: 0.7786, prec@thr=0.5: 0.8326, recall@top3: 0.8515, prec@top3: 0.6966, recall@top5: 0.9512, prec@top5: 0.4784, loss: 0.0329, grad_norm: 0.1235 2020-12-08 22:27:43,094 - mmaction - INFO - Epoch [15][260/1281] lr: 2.250e-02, eta: 3:08:56, time: 1.483, data_time: 0.001, memory: 10339, loss_action_cls: 0.0323, recall@thr=0.5: 0.7782, prec@thr=0.5: 0.8386, recall@top3: 0.8533, prec@top3: 0.6939, recall@top5: 0.9517, prec@top5: 0.4765, loss: 0.0323, grad_norm: 0.1237 2020-12-08 22:28:14,741 - mmaction - INFO - Epoch [15][280/1281] lr: 2.250e-02, eta: 3:08:26, time: 1.585, data_time: 0.003, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7827, prec@thr=0.5: 0.8345, recall@top3: 0.8556, prec@top3: 0.7005, recall@top5: 0.9540, prec@top5: 0.4797, loss: 0.0318, grad_norm: 0.1266 2020-12-08 22:28:43,702 - mmaction - INFO - Epoch [15][300/1281] lr: 2.250e-02, eta: 3:07:55, time: 1.445, data_time: 0.001, memory: 10339, loss_action_cls: 0.0324, recall@thr=0.5: 0.7758, prec@thr=0.5: 0.8329, recall@top3: 0.8545, prec@top3: 0.6956, recall@top5: 0.9524, prec@top5: 0.4767, loss: 0.0324, grad_norm: 0.1254 2020-12-08 22:29:13,522 - mmaction - INFO - Epoch [15][320/1281] lr: 2.250e-02, eta: 3:07:24, time: 1.494, data_time: 0.004, memory: 10339, loss_action_cls: 0.0322, recall@thr=0.5: 0.7821, prec@thr=0.5: 0.8375, recall@top3: 0.8568, prec@top3: 0.6997, recall@top5: 0.9543, prec@top5: 0.4793, loss: 0.0322, grad_norm: 0.1260 2020-12-08 22:29:43,206 - mmaction - INFO - Epoch [15][340/1281] lr: 2.250e-02, eta: 3:06:53, time: 1.481, data_time: 0.001, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7841, prec@thr=0.5: 0.8435, recall@top3: 0.8581, prec@top3: 0.7038, recall@top5: 0.9542, prec@top5: 0.4824, loss: 0.0316, grad_norm: 0.1246 2020-12-08 22:30:11,678 - mmaction - INFO - Epoch [15][360/1281] lr: 2.250e-02, eta: 3:06:22, time: 1.424, data_time: 0.024, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7828, prec@thr=0.5: 0.8411, recall@top3: 0.8583, prec@top3: 0.6954, recall@top5: 0.9558, prec@top5: 0.4759, loss: 0.0318, grad_norm: 0.1242 2020-12-08 22:30:41,971 - mmaction - INFO - Epoch [15][380/1281] lr: 2.250e-02, eta: 3:05:51, time: 1.516, data_time: 0.003, memory: 10339, loss_action_cls: 0.0320, recall@thr=0.5: 0.7835, prec@thr=0.5: 0.8410, recall@top3: 0.8569, prec@top3: 0.6963, recall@top5: 0.9521, prec@top5: 0.4761, loss: 0.0320, grad_norm: 0.1275 2020-12-08 22:31:10,256 - mmaction - INFO - Epoch [15][400/1281] lr: 2.250e-02, eta: 3:05:20, time: 1.414, data_time: 0.001, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7852, prec@thr=0.5: 0.8418, recall@top3: 0.8637, prec@top3: 0.6900, recall@top5: 0.9568, prec@top5: 0.4708, loss: 0.0319, grad_norm: 0.1240 2020-12-08 22:31:40,254 - mmaction - INFO - Epoch [15][420/1281] lr: 2.250e-02, eta: 3:04:49, time: 1.500, data_time: 0.002, memory: 10339, loss_action_cls: 0.0322, recall@thr=0.5: 0.7820, prec@thr=0.5: 0.8421, recall@top3: 0.8610, prec@top3: 0.6955, recall@top5: 0.9534, prec@top5: 0.4742, loss: 0.0322, grad_norm: 0.1264 2020-12-08 22:32:09,200 - mmaction - INFO - Epoch [15][440/1281] lr: 2.250e-02, eta: 3:04:18, time: 1.448, data_time: 0.002, memory: 10339, loss_action_cls: 0.0328, recall@thr=0.5: 0.7771, prec@thr=0.5: 0.8375, recall@top3: 0.8542, prec@top3: 0.6964, recall@top5: 0.9531, prec@top5: 0.4777, loss: 0.0328, grad_norm: 0.1257 2020-12-08 22:32:38,740 - mmaction - INFO - Epoch [15][460/1281] lr: 2.250e-02, eta: 3:03:47, time: 1.476, data_time: 0.001, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7865, prec@thr=0.5: 0.8404, recall@top3: 0.8533, prec@top3: 0.6900, recall@top5: 0.9520, prec@top5: 0.4735, loss: 0.0319, grad_norm: 0.1248 2020-12-08 22:33:06,574 - mmaction - INFO - Epoch [15][480/1281] lr: 2.250e-02, eta: 3:03:16, time: 1.391, data_time: 0.007, memory: 10339, loss_action_cls: 0.0315, recall@thr=0.5: 0.7856, prec@thr=0.5: 0.8425, recall@top3: 0.8613, prec@top3: 0.6990, recall@top5: 0.9537, prec@top5: 0.4757, loss: 0.0315, grad_norm: 0.1261 2020-12-08 22:33:35,434 - mmaction - INFO - Epoch [15][500/1281] lr: 2.250e-02, eta: 3:02:44, time: 1.443, data_time: 0.002, memory: 10339, loss_action_cls: 0.0327, recall@thr=0.5: 0.7749, prec@thr=0.5: 0.8348, recall@top3: 0.8590, prec@top3: 0.6939, recall@top5: 0.9523, prec@top5: 0.4741, loss: 0.0327, grad_norm: 0.1284 2020-12-08 22:34:04,368 - mmaction - INFO - Epoch [15][520/1281] lr: 2.250e-02, eta: 3:02:13, time: 1.448, data_time: 0.003, memory: 10339, loss_action_cls: 0.0326, recall@thr=0.5: 0.7789, prec@thr=0.5: 0.8387, recall@top3: 0.8549, prec@top3: 0.6981, recall@top5: 0.9504, prec@top5: 0.4772, loss: 0.0326, grad_norm: 0.1291 2020-12-08 22:34:34,748 - mmaction - INFO - Epoch [15][540/1281] lr: 2.250e-02, eta: 3:01:43, time: 1.518, data_time: 0.001, memory: 10339, loss_action_cls: 0.0329, recall@thr=0.5: 0.7783, prec@thr=0.5: 0.8376, recall@top3: 0.8551, prec@top3: 0.6987, recall@top5: 0.9515, prec@top5: 0.4774, loss: 0.0329, grad_norm: 0.1269 2020-12-08 22:35:03,387 - mmaction - INFO - Epoch [15][560/1281] lr: 2.250e-02, eta: 3:01:12, time: 1.432, data_time: 0.002, memory: 10339, loss_action_cls: 0.0331, recall@thr=0.5: 0.7700, prec@thr=0.5: 0.8323, recall@top3: 0.8510, prec@top3: 0.6916, recall@top5: 0.9501, prec@top5: 0.4741, loss: 0.0331, grad_norm: 0.1248 2020-12-08 22:35:34,819 - mmaction - INFO - Epoch [15][580/1281] lr: 2.250e-02, eta: 3:00:41, time: 1.571, data_time: 0.001, memory: 10339, loss_action_cls: 0.0333, recall@thr=0.5: 0.7693, prec@thr=0.5: 0.8330, recall@top3: 0.8543, prec@top3: 0.6935, recall@top5: 0.9503, prec@top5: 0.4740, loss: 0.0333, grad_norm: 0.1273 2020-12-08 22:36:02,676 - mmaction - INFO - Epoch [15][600/1281] lr: 2.250e-02, eta: 3:00:10, time: 1.391, data_time: 0.002, memory: 10339, loss_action_cls: 0.0325, recall@thr=0.5: 0.7767, prec@thr=0.5: 0.8381, recall@top3: 0.8547, prec@top3: 0.6941, recall@top5: 0.9503, prec@top5: 0.4744, loss: 0.0325, grad_norm: 0.1254 2020-12-08 22:36:32,398 - mmaction - INFO - Epoch [15][620/1281] lr: 2.250e-02, eta: 2:59:39, time: 1.487, data_time: 0.003, memory: 10339, loss_action_cls: 0.0328, recall@thr=0.5: 0.7765, prec@thr=0.5: 0.8384, recall@top3: 0.8537, prec@top3: 0.6961, recall@top5: 0.9514, prec@top5: 0.4770, loss: 0.0328, grad_norm: 0.1271 2020-12-08 22:37:02,371 - mmaction - INFO - Epoch [15][640/1281] lr: 2.250e-02, eta: 2:59:08, time: 1.498, data_time: 0.101, memory: 10339, loss_action_cls: 0.0320, recall@thr=0.5: 0.7793, prec@thr=0.5: 0.8407, recall@top3: 0.8558, prec@top3: 0.7011, recall@top5: 0.9555, prec@top5: 0.4811, loss: 0.0320, grad_norm: 0.1286 2020-12-08 22:37:32,910 - mmaction - INFO - Epoch [15][660/1281] lr: 2.250e-02, eta: 2:58:38, time: 1.527, data_time: 0.066, memory: 10339, loss_action_cls: 0.0323, recall@thr=0.5: 0.7864, prec@thr=0.5: 0.8406, recall@top3: 0.8559, prec@top3: 0.6996, recall@top5: 0.9523, prec@top5: 0.4791, loss: 0.0323, grad_norm: 0.1269 2020-12-08 22:38:01,274 - mmaction - INFO - Epoch [15][680/1281] lr: 2.250e-02, eta: 2:58:07, time: 1.418, data_time: 0.003, memory: 10339, loss_action_cls: 0.0314, recall@thr=0.5: 0.7924, prec@thr=0.5: 0.8435, recall@top3: 0.8604, prec@top3: 0.7049, recall@top5: 0.9548, prec@top5: 0.4814, loss: 0.0314, grad_norm: 0.1219 2020-12-08 22:38:29,527 - mmaction - INFO - Epoch [15][700/1281] lr: 2.250e-02, eta: 2:57:35, time: 1.414, data_time: 0.003, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7920, prec@thr=0.5: 0.8468, recall@top3: 0.8641, prec@top3: 0.7052, recall@top5: 0.9560, prec@top5: 0.4799, loss: 0.0316, grad_norm: 0.1257 2020-12-08 22:38:57,916 - mmaction - INFO - Epoch [15][720/1281] lr: 2.250e-02, eta: 2:57:04, time: 1.420, data_time: 0.036, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7847, prec@thr=0.5: 0.8406, recall@top3: 0.8605, prec@top3: 0.7016, recall@top5: 0.9551, prec@top5: 0.4790, loss: 0.0319, grad_norm: 0.1276 2020-12-08 22:39:29,297 - mmaction - INFO - Epoch [15][740/1281] lr: 2.250e-02, eta: 2:56:34, time: 1.569, data_time: 0.052, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7841, prec@thr=0.5: 0.8421, recall@top3: 0.8571, prec@top3: 0.7006, recall@top5: 0.9517, prec@top5: 0.4784, loss: 0.0319, grad_norm: 0.1278 2020-12-08 22:39:56,147 - mmaction - INFO - Epoch [15][760/1281] lr: 2.250e-02, eta: 2:56:02, time: 1.339, data_time: 0.001, memory: 10339, loss_action_cls: 0.0323, recall@thr=0.5: 0.7829, prec@thr=0.5: 0.8386, recall@top3: 0.8563, prec@top3: 0.6957, recall@top5: 0.9528, prec@top5: 0.4760, loss: 0.0323, grad_norm: 0.1300 2020-12-08 22:40:26,130 - mmaction - INFO - Epoch [15][780/1281] lr: 2.250e-02, eta: 2:55:31, time: 1.500, data_time: 0.004, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7835, prec@thr=0.5: 0.8430, recall@top3: 0.8577, prec@top3: 0.7035, recall@top5: 0.9557, prec@top5: 0.4822, loss: 0.0316, grad_norm: 0.1261 2020-12-08 22:40:56,439 - mmaction - INFO - Epoch [15][800/1281] lr: 2.250e-02, eta: 2:55:01, time: 1.515, data_time: 0.003, memory: 10339, loss_action_cls: 0.0328, recall@thr=0.5: 0.7740, prec@thr=0.5: 0.8366, recall@top3: 0.8579, prec@top3: 0.6994, recall@top5: 0.9529, prec@top5: 0.4781, loss: 0.0328, grad_norm: 0.1267 2020-12-08 22:41:24,084 - mmaction - INFO - Epoch [15][820/1281] lr: 2.250e-02, eta: 2:54:29, time: 1.385, data_time: 0.004, memory: 10339, loss_action_cls: 0.0317, recall@thr=0.5: 0.7897, prec@thr=0.5: 0.8413, recall@top3: 0.8582, prec@top3: 0.7046, recall@top5: 0.9538, prec@top5: 0.4819, loss: 0.0317, grad_norm: 0.1266 2020-12-08 22:41:54,986 - mmaction - INFO - Epoch [15][840/1281] lr: 2.250e-02, eta: 2:53:59, time: 1.544, data_time: 0.001, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7817, prec@thr=0.5: 0.8405, recall@top3: 0.8563, prec@top3: 0.6993, recall@top5: 0.9537, prec@top5: 0.4787, loss: 0.0319, grad_norm: 0.1256 2020-12-08 22:42:23,320 - mmaction - INFO - Epoch [15][860/1281] lr: 2.250e-02, eta: 2:53:27, time: 1.416, data_time: 0.003, memory: 10339, loss_action_cls: 0.0325, recall@thr=0.5: 0.7823, prec@thr=0.5: 0.8375, recall@top3: 0.8544, prec@top3: 0.6983, recall@top5: 0.9519, prec@top5: 0.4786, loss: 0.0325, grad_norm: 0.1243 2020-12-08 22:42:51,779 - mmaction - INFO - Epoch [15][880/1281] lr: 2.250e-02, eta: 2:52:56, time: 1.424, data_time: 0.096, memory: 10339, loss_action_cls: 0.0328, recall@thr=0.5: 0.7792, prec@thr=0.5: 0.8376, recall@top3: 0.8529, prec@top3: 0.7008, recall@top5: 0.9530, prec@top5: 0.4823, loss: 0.0328, grad_norm: 0.1276 2020-12-08 22:43:21,215 - mmaction - INFO - Epoch [15][900/1281] lr: 2.250e-02, eta: 2:52:25, time: 1.473, data_time: 0.026, memory: 10339, loss_action_cls: 0.0323, recall@thr=0.5: 0.7810, prec@thr=0.5: 0.8362, recall@top3: 0.8520, prec@top3: 0.7031, recall@top5: 0.9514, prec@top5: 0.4821, loss: 0.0323, grad_norm: 0.1263 2020-12-08 22:43:50,956 - mmaction - INFO - Epoch [15][920/1281] lr: 2.250e-02, eta: 2:51:55, time: 1.484, data_time: 0.001, memory: 10339, loss_action_cls: 0.0324, recall@thr=0.5: 0.7812, prec@thr=0.5: 0.8395, recall@top3: 0.8556, prec@top3: 0.6951, recall@top5: 0.9521, prec@top5: 0.4759, loss: 0.0324, grad_norm: 0.1268 2020-12-08 22:44:19,522 - mmaction - INFO - Epoch [15][940/1281] lr: 2.250e-02, eta: 2:51:23, time: 1.428, data_time: 0.004, memory: 10339, loss_action_cls: 0.0327, recall@thr=0.5: 0.7801, prec@thr=0.5: 0.8358, recall@top3: 0.8563, prec@top3: 0.6973, recall@top5: 0.9521, prec@top5: 0.4771, loss: 0.0327, grad_norm: 0.1232 2020-12-08 22:44:48,414 - mmaction - INFO - Epoch [15][960/1281] lr: 2.250e-02, eta: 2:50:52, time: 1.446, data_time: 0.004, memory: 10339, loss_action_cls: 0.0324, recall@thr=0.5: 0.7810, prec@thr=0.5: 0.8356, recall@top3: 0.8553, prec@top3: 0.7048, recall@top5: 0.9547, prec@top5: 0.4828, loss: 0.0324, grad_norm: 0.1319 2020-12-08 22:45:18,633 - mmaction - INFO - Epoch [15][980/1281] lr: 2.250e-02, eta: 2:50:22, time: 1.512, data_time: 0.003, memory: 10339, loss_action_cls: 0.0323, recall@thr=0.5: 0.7789, prec@thr=0.5: 0.8399, recall@top3: 0.8584, prec@top3: 0.6917, recall@top5: 0.9507, prec@top5: 0.4713, loss: 0.0323, grad_norm: 0.1265 2020-12-08 22:45:49,106 - mmaction - INFO - Epoch [15][1000/1281] lr: 2.250e-02, eta: 2:49:51, time: 1.522, data_time: 0.002, memory: 10339, loss_action_cls: 0.0324, recall@thr=0.5: 0.7867, prec@thr=0.5: 0.8377, recall@top3: 0.8564, prec@top3: 0.7010, recall@top5: 0.9528, prec@top5: 0.4797, loss: 0.0324, grad_norm: 0.1262 2020-12-08 22:46:16,271 - mmaction - INFO - Epoch [15][1020/1281] lr: 2.250e-02, eta: 2:49:20, time: 1.358, data_time: 0.003, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7851, prec@thr=0.5: 0.8442, recall@top3: 0.8577, prec@top3: 0.6945, recall@top5: 0.9536, prec@top5: 0.4744, loss: 0.0319, grad_norm: 0.1262 2020-12-08 22:46:45,263 - mmaction - INFO - Epoch [15][1040/1281] lr: 2.250e-02, eta: 2:48:49, time: 1.453, data_time: 0.052, memory: 10339, loss_action_cls: 0.0324, recall@thr=0.5: 0.7817, prec@thr=0.5: 0.8373, recall@top3: 0.8557, prec@top3: 0.6960, recall@top5: 0.9536, prec@top5: 0.4764, loss: 0.0324, grad_norm: 0.1254 2020-12-08 22:47:15,772 - mmaction - INFO - Epoch [15][1060/1281] lr: 2.250e-02, eta: 2:48:18, time: 1.523, data_time: 0.138, memory: 10339, loss_action_cls: 0.0330, recall@thr=0.5: 0.7757, prec@thr=0.5: 0.8397, recall@top3: 0.8574, prec@top3: 0.6950, recall@top5: 0.9536, prec@top5: 0.4755, loss: 0.0330, grad_norm: 0.1290 2020-12-08 22:47:45,008 - mmaction - INFO - Epoch [15][1080/1281] lr: 2.250e-02, eta: 2:47:47, time: 1.463, data_time: 0.004, memory: 10339, loss_action_cls: 0.0326, recall@thr=0.5: 0.7777, prec@thr=0.5: 0.8338, recall@top3: 0.8535, prec@top3: 0.6969, recall@top5: 0.9514, prec@top5: 0.4777, loss: 0.0326, grad_norm: 0.1279 2020-12-08 22:48:14,094 - mmaction - INFO - Epoch [15][1100/1281] lr: 2.250e-02, eta: 2:47:16, time: 1.454, data_time: 0.021, memory: 10339, loss_action_cls: 0.0323, recall@thr=0.5: 0.7779, prec@thr=0.5: 0.8352, recall@top3: 0.8576, prec@top3: 0.6928, recall@top5: 0.9519, prec@top5: 0.4733, loss: 0.0323, grad_norm: 0.1280 2020-12-08 22:48:43,921 - mmaction - INFO - Epoch [15][1120/1281] lr: 2.250e-02, eta: 2:46:46, time: 1.491, data_time: 0.002, memory: 10339, loss_action_cls: 0.0326, recall@thr=0.5: 0.7768, prec@thr=0.5: 0.8350, recall@top3: 0.8537, prec@top3: 0.6963, recall@top5: 0.9525, prec@top5: 0.4781, loss: 0.0326, grad_norm: 0.1265 2020-12-08 22:49:13,467 - mmaction - INFO - Epoch [15][1140/1281] lr: 2.250e-02, eta: 2:46:15, time: 1.476, data_time: 0.002, memory: 10339, loss_action_cls: 0.0317, recall@thr=0.5: 0.7801, prec@thr=0.5: 0.8378, recall@top3: 0.8584, prec@top3: 0.6947, recall@top5: 0.9528, prec@top5: 0.4737, loss: 0.0317, grad_norm: 0.1242 2020-12-08 22:49:41,793 - mmaction - INFO - Epoch [15][1160/1281] lr: 2.250e-02, eta: 2:45:43, time: 1.418, data_time: 0.003, memory: 10339, loss_action_cls: 0.0325, recall@thr=0.5: 0.7793, prec@thr=0.5: 0.8398, recall@top3: 0.8544, prec@top3: 0.7022, recall@top5: 0.9500, prec@top5: 0.4808, loss: 0.0325, grad_norm: 0.1259 2020-12-08 22:50:11,939 - mmaction - INFO - Epoch [15][1180/1281] lr: 2.250e-02, eta: 2:45:13, time: 1.507, data_time: 0.002, memory: 10339, loss_action_cls: 0.0333, recall@thr=0.5: 0.7787, prec@thr=0.5: 0.8350, recall@top3: 0.8484, prec@top3: 0.7076, recall@top5: 0.9478, prec@top5: 0.4858, loss: 0.0333, grad_norm: 0.1247 2020-12-08 22:50:39,923 - mmaction - INFO - Epoch [15][1200/1281] lr: 2.250e-02, eta: 2:44:42, time: 1.400, data_time: 0.003, memory: 10339, loss_action_cls: 0.0322, recall@thr=0.5: 0.7838, prec@thr=0.5: 0.8363, recall@top3: 0.8528, prec@top3: 0.6963, recall@top5: 0.9525, prec@top5: 0.4783, loss: 0.0322, grad_norm: 0.1289 2020-12-08 22:51:10,144 - mmaction - INFO - Epoch [15][1220/1281] lr: 2.250e-02, eta: 2:44:11, time: 1.509, data_time: 0.001, memory: 10339, loss_action_cls: 0.0338, recall@thr=0.5: 0.7675, prec@thr=0.5: 0.8254, recall@top3: 0.8433, prec@top3: 0.6930, recall@top5: 0.9479, prec@top5: 0.4788, loss: 0.0338, grad_norm: 0.1311 2020-12-08 22:51:38,170 - mmaction - INFO - Epoch [15][1240/1281] lr: 2.250e-02, eta: 2:43:40, time: 1.404, data_time: 0.028, memory: 10339, loss_action_cls: 0.0328, recall@thr=0.5: 0.7754, prec@thr=0.5: 0.8322, recall@top3: 0.8528, prec@top3: 0.6947, recall@top5: 0.9510, prec@top5: 0.4775, loss: 0.0328, grad_norm: 0.1277 2020-12-08 22:52:07,083 - mmaction - INFO - Epoch [15][1260/1281] lr: 2.250e-02, eta: 2:43:09, time: 1.444, data_time: 0.001, memory: 10339, loss_action_cls: 0.0327, recall@thr=0.5: 0.7733, prec@thr=0.5: 0.8351, recall@top3: 0.8569, prec@top3: 0.6976, recall@top5: 0.9525, prec@top5: 0.4767, loss: 0.0327, grad_norm: 0.1268 2020-12-08 22:52:37,030 - mmaction - INFO - Epoch [15][1280/1281] lr: 2.250e-02, eta: 2:42:38, time: 1.499, data_time: 0.003, memory: 10339, loss_action_cls: 0.0326, recall@thr=0.5: 0.7870, prec@thr=0.5: 0.8423, recall@top3: 0.8601, prec@top3: 0.7008, recall@top5: 0.9536, prec@top5: 0.4770, loss: 0.0326, grad_norm: 0.1238 2020-12-08 22:52:40,497 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-12-08 23:01:45,087 - mmaction - INFO - Evaluating proposal ... 2020-12-08 23:02:51,741 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 23:02:51,742 - mmaction - INFO - Evaluating bbox ... 2020-12-08 23:10:33,786 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2424 2020-12-08 23:10:34,884 - mmaction - INFO - Epoch(val) [15][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2424 2020-12-08 23:11:50,783 - mmaction - INFO - Epoch [16][20/1281] lr: 2.250e-03, eta: 2:42:21, time: 3.792, data_time: 2.593, memory: 10339, loss_action_cls: 0.0310, recall@thr=0.5: 0.7880, prec@thr=0.5: 0.8490, recall@top3: 0.8620, prec@top3: 0.7045, recall@top5: 0.9547, prec@top5: 0.4801, loss: 0.0310, grad_norm: 0.1238 2020-12-08 23:12:22,290 - mmaction - INFO - Epoch [16][40/1281] lr: 2.250e-03, eta: 2:41:50, time: 1.576, data_time: 0.006, memory: 10339, loss_action_cls: 0.0312, recall@thr=0.5: 0.7898, prec@thr=0.5: 0.8397, recall@top3: 0.8583, prec@top3: 0.6971, recall@top5: 0.9518, prec@top5: 0.4752, loss: 0.0312, grad_norm: 0.1240 2020-12-08 23:12:51,761 - mmaction - INFO - Epoch [16][60/1281] lr: 2.250e-03, eta: 2:41:20, time: 1.475, data_time: 0.003, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7804, prec@thr=0.5: 0.8388, recall@top3: 0.8557, prec@top3: 0.6958, recall@top5: 0.9547, prec@top5: 0.4790, loss: 0.0319, grad_norm: 0.1209 2020-12-08 23:13:22,717 - mmaction - INFO - Epoch [16][80/1281] lr: 2.250e-03, eta: 2:40:49, time: 1.544, data_time: 0.001, memory: 10339, loss_action_cls: 0.0321, recall@thr=0.5: 0.7833, prec@thr=0.5: 0.8427, recall@top3: 0.8571, prec@top3: 0.6991, recall@top5: 0.9491, prec@top5: 0.4760, loss: 0.0321, grad_norm: 0.1224 2020-12-08 23:13:53,061 - mmaction - INFO - Epoch [16][100/1281] lr: 2.250e-03, eta: 2:40:19, time: 1.520, data_time: 0.028, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7844, prec@thr=0.5: 0.8460, recall@top3: 0.8599, prec@top3: 0.7002, recall@top5: 0.9529, prec@top5: 0.4773, loss: 0.0318, grad_norm: 0.1244 2020-12-08 23:14:23,703 - mmaction - INFO - Epoch [16][120/1281] lr: 2.250e-03, eta: 2:39:48, time: 1.530, data_time: 0.049, memory: 10339, loss_action_cls: 0.0321, recall@thr=0.5: 0.7846, prec@thr=0.5: 0.8397, recall@top3: 0.8558, prec@top3: 0.7008, recall@top5: 0.9559, prec@top5: 0.4811, loss: 0.0321, grad_norm: 0.1236 2020-12-08 23:14:53,389 - mmaction - INFO - Epoch [16][140/1281] lr: 2.250e-03, eta: 2:39:17, time: 1.487, data_time: 0.194, memory: 10339, loss_action_cls: 0.0315, recall@thr=0.5: 0.7813, prec@thr=0.5: 0.8433, recall@top3: 0.8565, prec@top3: 0.7014, recall@top5: 0.9543, prec@top5: 0.4810, loss: 0.0315, grad_norm: 0.1211 2020-12-08 23:15:23,162 - mmaction - INFO - Epoch [16][160/1281] lr: 2.250e-03, eta: 2:38:47, time: 1.489, data_time: 0.007, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7843, prec@thr=0.5: 0.8394, recall@top3: 0.8555, prec@top3: 0.6878, recall@top5: 0.9536, prec@top5: 0.4720, loss: 0.0319, grad_norm: 0.1249 2020-12-08 23:15:50,950 - mmaction - INFO - Epoch [16][180/1281] lr: 2.250e-03, eta: 2:38:15, time: 1.387, data_time: 0.001, memory: 10339, loss_action_cls: 0.0317, recall@thr=0.5: 0.7878, prec@thr=0.5: 0.8494, recall@top3: 0.8617, prec@top3: 0.7047, recall@top5: 0.9564, prec@top5: 0.4812, loss: 0.0317, grad_norm: 0.1248 2020-12-08 23:16:25,310 - mmaction - INFO - Epoch [16][200/1281] lr: 2.250e-03, eta: 2:37:46, time: 1.718, data_time: 0.101, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7887, prec@thr=0.5: 0.8473, recall@top3: 0.8630, prec@top3: 0.7046, recall@top5: 0.9568, prec@top5: 0.4810, loss: 0.0313, grad_norm: 0.1218 2020-12-08 23:16:50,669 - mmaction - INFO - Epoch [16][220/1281] lr: 2.250e-03, eta: 2:37:14, time: 1.267, data_time: 0.011, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7843, prec@thr=0.5: 0.8437, recall@top3: 0.8632, prec@top3: 0.7035, recall@top5: 0.9558, prec@top5: 0.4793, loss: 0.0316, grad_norm: 0.1254 2020-12-08 23:17:19,849 - mmaction - INFO - Epoch [16][240/1281] lr: 2.250e-03, eta: 2:36:43, time: 1.459, data_time: 0.087, memory: 10339, loss_action_cls: 0.0324, recall@thr=0.5: 0.7790, prec@thr=0.5: 0.8365, recall@top3: 0.8524, prec@top3: 0.6921, recall@top5: 0.9512, prec@top5: 0.4749, loss: 0.0324, grad_norm: 0.1230 2020-12-08 23:17:50,996 - mmaction - INFO - Epoch [16][260/1281] lr: 2.250e-03, eta: 2:36:13, time: 1.560, data_time: 0.028, memory: 10339, loss_action_cls: 0.0321, recall@thr=0.5: 0.7798, prec@thr=0.5: 0.8395, recall@top3: 0.8557, prec@top3: 0.6983, recall@top5: 0.9512, prec@top5: 0.4759, loss: 0.0321, grad_norm: 0.1224 2020-12-08 23:18:19,706 - mmaction - INFO - Epoch [16][280/1281] lr: 2.250e-03, eta: 2:35:42, time: 1.436, data_time: 0.001, memory: 10339, loss_action_cls: 0.0323, recall@thr=0.5: 0.7830, prec@thr=0.5: 0.8389, recall@top3: 0.8556, prec@top3: 0.7014, recall@top5: 0.9547, prec@top5: 0.4811, loss: 0.0323, grad_norm: 0.1232 2020-12-08 23:18:48,711 - mmaction - INFO - Epoch [16][300/1281] lr: 2.250e-03, eta: 2:35:11, time: 1.445, data_time: 0.184, memory: 10339, loss_action_cls: 0.0314, recall@thr=0.5: 0.7855, prec@thr=0.5: 0.8390, recall@top3: 0.8595, prec@top3: 0.6948, recall@top5: 0.9526, prec@top5: 0.4734, loss: 0.0314, grad_norm: 0.1251 2020-12-08 23:19:19,325 - mmaction - INFO - Epoch [16][320/1281] lr: 2.250e-03, eta: 2:34:40, time: 1.534, data_time: 0.166, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7859, prec@thr=0.5: 0.8425, recall@top3: 0.8592, prec@top3: 0.6954, recall@top5: 0.9529, prec@top5: 0.4739, loss: 0.0316, grad_norm: 0.1219 2020-12-08 23:19:46,733 - mmaction - INFO - Epoch [16][340/1281] lr: 2.250e-03, eta: 2:34:09, time: 1.371, data_time: 0.003, memory: 10339, loss_action_cls: 0.0309, recall@thr=0.5: 0.7860, prec@thr=0.5: 0.8451, recall@top3: 0.8649, prec@top3: 0.7009, recall@top5: 0.9569, prec@top5: 0.4764, loss: 0.0309, grad_norm: 0.1217 2020-12-08 23:20:18,306 - mmaction - INFO - Epoch [16][360/1281] lr: 2.250e-03, eta: 2:33:38, time: 1.576, data_time: 0.002, memory: 10339, loss_action_cls: 0.0315, recall@thr=0.5: 0.7845, prec@thr=0.5: 0.8393, recall@top3: 0.8634, prec@top3: 0.6988, recall@top5: 0.9564, prec@top5: 0.4769, loss: 0.0315, grad_norm: 0.1239 2020-12-08 23:20:48,873 - mmaction - INFO - Epoch [16][380/1281] lr: 2.250e-03, eta: 2:33:08, time: 1.531, data_time: 0.004, memory: 10339, loss_action_cls: 0.0321, recall@thr=0.5: 0.7787, prec@thr=0.5: 0.8368, recall@top3: 0.8516, prec@top3: 0.6987, recall@top5: 0.9522, prec@top5: 0.4809, loss: 0.0321, grad_norm: 0.1260 2020-12-08 23:21:16,299 - mmaction - INFO - Epoch [16][400/1281] lr: 2.250e-03, eta: 2:32:37, time: 1.369, data_time: 0.043, memory: 10339, loss_action_cls: 0.0309, recall@thr=0.5: 0.7922, prec@thr=0.5: 0.8429, recall@top3: 0.8630, prec@top3: 0.6994, recall@top5: 0.9556, prec@top5: 0.4760, loss: 0.0309, grad_norm: 0.1244 2020-12-08 23:21:46,001 - mmaction - INFO - Epoch [16][420/1281] lr: 2.250e-03, eta: 2:32:06, time: 1.485, data_time: 0.096, memory: 10339, loss_action_cls: 0.0321, recall@thr=0.5: 0.7814, prec@thr=0.5: 0.8410, recall@top3: 0.8576, prec@top3: 0.7070, recall@top5: 0.9554, prec@top5: 0.4845, loss: 0.0321, grad_norm: 0.1232 2020-12-08 23:22:15,944 - mmaction - INFO - Epoch [16][440/1281] lr: 2.250e-03, eta: 2:31:35, time: 1.500, data_time: 0.004, memory: 10339, loss_action_cls: 0.0317, recall@thr=0.5: 0.7931, prec@thr=0.5: 0.8459, recall@top3: 0.8608, prec@top3: 0.7079, recall@top5: 0.9544, prec@top5: 0.4816, loss: 0.0317, grad_norm: 0.1213 2020-12-08 23:22:45,114 - mmaction - INFO - Epoch [16][460/1281] lr: 2.250e-03, eta: 2:31:04, time: 1.457, data_time: 0.022, memory: 10339, loss_action_cls: 0.0326, recall@thr=0.5: 0.7734, prec@thr=0.5: 0.8350, recall@top3: 0.8502, prec@top3: 0.6833, recall@top5: 0.9509, prec@top5: 0.4697, loss: 0.0326, grad_norm: 0.1299 2020-12-08 23:23:16,264 - mmaction - INFO - Epoch [16][480/1281] lr: 2.250e-03, eta: 2:30:34, time: 1.557, data_time: 0.241, memory: 10339, loss_action_cls: 0.0320, recall@thr=0.5: 0.7814, prec@thr=0.5: 0.8486, recall@top3: 0.8599, prec@top3: 0.7022, recall@top5: 0.9525, prec@top5: 0.4783, loss: 0.0320, grad_norm: 0.1227 2020-12-08 23:23:43,960 - mmaction - INFO - Epoch [16][500/1281] lr: 2.250e-03, eta: 2:30:03, time: 1.384, data_time: 0.068, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7839, prec@thr=0.5: 0.8389, recall@top3: 0.8600, prec@top3: 0.6940, recall@top5: 0.9534, prec@top5: 0.4731, loss: 0.0318, grad_norm: 0.1243 2020-12-08 23:24:12,427 - mmaction - INFO - Epoch [16][520/1281] lr: 2.250e-03, eta: 2:29:32, time: 1.424, data_time: 0.004, memory: 10339, loss_action_cls: 0.0315, recall@thr=0.5: 0.7853, prec@thr=0.5: 0.8410, recall@top3: 0.8610, prec@top3: 0.6988, recall@top5: 0.9574, prec@top5: 0.4780, loss: 0.0315, grad_norm: 0.1249 2020-12-08 23:24:42,100 - mmaction - INFO - Epoch [16][540/1281] lr: 2.250e-03, eta: 2:29:01, time: 1.483, data_time: 0.103, memory: 10339, loss_action_cls: 0.0325, recall@thr=0.5: 0.7823, prec@thr=0.5: 0.8424, recall@top3: 0.8539, prec@top3: 0.7014, recall@top5: 0.9537, prec@top5: 0.4811, loss: 0.0325, grad_norm: 0.1257 2020-12-08 23:25:12,357 - mmaction - INFO - Epoch [16][560/1281] lr: 2.250e-03, eta: 2:28:30, time: 1.515, data_time: 0.357, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7912, prec@thr=0.5: 0.8482, recall@top3: 0.8634, prec@top3: 0.7138, recall@top5: 0.9561, prec@top5: 0.4861, loss: 0.0313, grad_norm: 0.1222 2020-12-08 23:25:41,386 - mmaction - INFO - Epoch [16][580/1281] lr: 2.250e-03, eta: 2:27:59, time: 1.450, data_time: 0.285, memory: 10339, loss_action_cls: 0.0317, recall@thr=0.5: 0.7893, prec@thr=0.5: 0.8429, recall@top3: 0.8566, prec@top3: 0.6963, recall@top5: 0.9531, prec@top5: 0.4767, loss: 0.0317, grad_norm: 0.1259 2020-12-08 23:26:10,830 - mmaction - INFO - Epoch [16][600/1281] lr: 2.250e-03, eta: 2:27:29, time: 1.472, data_time: 0.079, memory: 10339, loss_action_cls: 0.0321, recall@thr=0.5: 0.7820, prec@thr=0.5: 0.8413, recall@top3: 0.8593, prec@top3: 0.6987, recall@top5: 0.9527, prec@top5: 0.4764, loss: 0.0321, grad_norm: 0.1256 2020-12-08 23:26:40,581 - mmaction - INFO - Epoch [16][620/1281] lr: 2.250e-03, eta: 2:26:58, time: 1.489, data_time: 0.002, memory: 10339, loss_action_cls: 0.0312, recall@thr=0.5: 0.7920, prec@thr=0.5: 0.8428, recall@top3: 0.8643, prec@top3: 0.6983, recall@top5: 0.9569, prec@top5: 0.4762, loss: 0.0312, grad_norm: 0.1229 2020-12-08 23:27:10,123 - mmaction - INFO - Epoch [16][640/1281] lr: 2.250e-03, eta: 2:26:27, time: 1.475, data_time: 0.001, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7848, prec@thr=0.5: 0.8487, recall@top3: 0.8597, prec@top3: 0.7069, recall@top5: 0.9542, prec@top5: 0.4816, loss: 0.0316, grad_norm: 0.1217 2020-12-08 23:27:39,039 - mmaction - INFO - Epoch [16][660/1281] lr: 2.250e-03, eta: 2:25:56, time: 1.445, data_time: 0.003, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7903, prec@thr=0.5: 0.8426, recall@top3: 0.8583, prec@top3: 0.6962, recall@top5: 0.9553, prec@top5: 0.4755, loss: 0.0313, grad_norm: 0.1241 2020-12-08 23:28:09,863 - mmaction - INFO - Epoch [16][680/1281] lr: 2.250e-03, eta: 2:25:26, time: 1.544, data_time: 0.339, memory: 10339, loss_action_cls: 0.0315, recall@thr=0.5: 0.7849, prec@thr=0.5: 0.8423, recall@top3: 0.8573, prec@top3: 0.7008, recall@top5: 0.9527, prec@top5: 0.4796, loss: 0.0315, grad_norm: 0.1258 2020-12-08 23:28:37,430 - mmaction - INFO - Epoch [16][700/1281] lr: 2.250e-03, eta: 2:24:54, time: 1.377, data_time: 0.001, memory: 10339, loss_action_cls: 0.0314, recall@thr=0.5: 0.7929, prec@thr=0.5: 0.8486, recall@top3: 0.8627, prec@top3: 0.7039, recall@top5: 0.9554, prec@top5: 0.4798, loss: 0.0314, grad_norm: 0.1239 2020-12-08 23:29:07,503 - mmaction - INFO - Epoch [16][720/1281] lr: 2.250e-03, eta: 2:24:24, time: 1.503, data_time: 0.003, memory: 10339, loss_action_cls: 0.0309, recall@thr=0.5: 0.7918, prec@thr=0.5: 0.8446, recall@top3: 0.8602, prec@top3: 0.6971, recall@top5: 0.9545, prec@top5: 0.4758, loss: 0.0309, grad_norm: 0.1243 2020-12-08 23:29:36,096 - mmaction - INFO - Epoch [16][740/1281] lr: 2.250e-03, eta: 2:23:53, time: 1.432, data_time: 0.003, memory: 10339, loss_action_cls: 0.0310, recall@thr=0.5: 0.7926, prec@thr=0.5: 0.8485, recall@top3: 0.8592, prec@top3: 0.7062, recall@top5: 0.9552, prec@top5: 0.4830, loss: 0.0310, grad_norm: 0.1234 2020-12-08 23:30:07,329 - mmaction - INFO - Epoch [16][760/1281] lr: 2.250e-03, eta: 2:23:23, time: 1.561, data_time: 0.001, memory: 10339, loss_action_cls: 0.0317, recall@thr=0.5: 0.7863, prec@thr=0.5: 0.8468, recall@top3: 0.8600, prec@top3: 0.7043, recall@top5: 0.9545, prec@top5: 0.4815, loss: 0.0317, grad_norm: 0.1247 2020-12-08 23:30:36,528 - mmaction - INFO - Epoch [16][780/1281] lr: 2.250e-03, eta: 2:22:52, time: 1.459, data_time: 0.002, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7947, prec@thr=0.5: 0.8425, recall@top3: 0.8627, prec@top3: 0.7044, recall@top5: 0.9541, prec@top5: 0.4790, loss: 0.0316, grad_norm: 0.1212 2020-12-08 23:31:05,895 - mmaction - INFO - Epoch [16][800/1281] lr: 2.250e-03, eta: 2:22:21, time: 1.469, data_time: 0.002, memory: 10339, loss_action_cls: 0.0315, recall@thr=0.5: 0.7888, prec@thr=0.5: 0.8443, recall@top3: 0.8596, prec@top3: 0.7095, recall@top5: 0.9578, prec@top5: 0.4866, loss: 0.0315, grad_norm: 0.1256 2020-12-08 23:31:33,406 - mmaction - INFO - Epoch [16][820/1281] lr: 2.250e-03, eta: 2:21:50, time: 1.374, data_time: 0.002, memory: 10339, loss_action_cls: 0.0320, recall@thr=0.5: 0.7839, prec@thr=0.5: 0.8384, recall@top3: 0.8548, prec@top3: 0.6992, recall@top5: 0.9542, prec@top5: 0.4813, loss: 0.0320, grad_norm: 0.1246 2020-12-08 23:32:01,271 - mmaction - INFO - Epoch [16][840/1281] lr: 2.250e-03, eta: 2:21:18, time: 1.394, data_time: 0.003, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7862, prec@thr=0.5: 0.8419, recall@top3: 0.8602, prec@top3: 0.7012, recall@top5: 0.9544, prec@top5: 0.4783, loss: 0.0313, grad_norm: 0.1233 2020-12-08 23:32:30,962 - mmaction - INFO - Epoch [16][860/1281] lr: 2.250e-03, eta: 2:20:48, time: 1.486, data_time: 0.017, memory: 10339, loss_action_cls: 0.0326, recall@thr=0.5: 0.7778, prec@thr=0.5: 0.8334, recall@top3: 0.8528, prec@top3: 0.6933, recall@top5: 0.9491, prec@top5: 0.4730, loss: 0.0326, grad_norm: 0.1260 2020-12-08 23:32:58,999 - mmaction - INFO - Epoch [16][880/1281] lr: 2.250e-03, eta: 2:20:17, time: 1.399, data_time: 0.001, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7881, prec@thr=0.5: 0.8455, recall@top3: 0.8626, prec@top3: 0.7015, recall@top5: 0.9538, prec@top5: 0.4773, loss: 0.0313, grad_norm: 0.1257 2020-12-08 23:33:28,540 - mmaction - INFO - Epoch [16][900/1281] lr: 2.250e-03, eta: 2:19:46, time: 1.479, data_time: 0.004, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7880, prec@thr=0.5: 0.8499, recall@top3: 0.8603, prec@top3: 0.7013, recall@top5: 0.9536, prec@top5: 0.4787, loss: 0.0313, grad_norm: 0.1249 2020-12-08 23:33:59,970 - mmaction - INFO - Epoch [16][920/1281] lr: 2.250e-03, eta: 2:19:16, time: 1.571, data_time: 0.002, memory: 10339, loss_action_cls: 0.0317, recall@thr=0.5: 0.7886, prec@thr=0.5: 0.8399, recall@top3: 0.8626, prec@top3: 0.7059, recall@top5: 0.9562, prec@top5: 0.4808, loss: 0.0317, grad_norm: 0.1259 2020-12-08 23:34:28,162 - mmaction - INFO - Epoch [16][940/1281] lr: 2.250e-03, eta: 2:18:45, time: 1.408, data_time: 0.002, memory: 10339, loss_action_cls: 0.0312, recall@thr=0.5: 0.7893, prec@thr=0.5: 0.8509, recall@top3: 0.8625, prec@top3: 0.7088, recall@top5: 0.9563, prec@top5: 0.4842, loss: 0.0312, grad_norm: 0.1229 2020-12-08 23:35:01,708 - mmaction - INFO - Epoch [16][960/1281] lr: 2.250e-03, eta: 2:18:15, time: 1.680, data_time: 0.004, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7845, prec@thr=0.5: 0.8424, recall@top3: 0.8572, prec@top3: 0.6977, recall@top5: 0.9519, prec@top5: 0.4759, loss: 0.0318, grad_norm: 0.1253 2020-12-08 23:35:29,964 - mmaction - INFO - Epoch [16][980/1281] lr: 2.250e-03, eta: 2:17:44, time: 1.413, data_time: 0.002, memory: 10339, loss_action_cls: 0.0323, recall@thr=0.5: 0.7795, prec@thr=0.5: 0.8329, recall@top3: 0.8544, prec@top3: 0.6952, recall@top5: 0.9553, prec@top5: 0.4787, loss: 0.0323, grad_norm: 0.1290 2020-12-08 23:35:56,700 - mmaction - INFO - Epoch [16][1000/1281] lr: 2.250e-03, eta: 2:17:12, time: 1.338, data_time: 0.002, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7853, prec@thr=0.5: 0.8386, recall@top3: 0.8608, prec@top3: 0.6925, recall@top5: 0.9519, prec@top5: 0.4714, loss: 0.0316, grad_norm: 0.1271 2020-12-08 23:36:28,034 - mmaction - INFO - Epoch [16][1020/1281] lr: 2.250e-03, eta: 2:16:42, time: 1.566, data_time: 0.001, memory: 10339, loss_action_cls: 0.0315, recall@thr=0.5: 0.7849, prec@thr=0.5: 0.8435, recall@top3: 0.8590, prec@top3: 0.7019, recall@top5: 0.9557, prec@top5: 0.4801, loss: 0.0315, grad_norm: 0.1251 2020-12-08 23:36:56,164 - mmaction - INFO - Epoch [16][1040/1281] lr: 2.250e-03, eta: 2:16:11, time: 1.404, data_time: 0.002, memory: 10339, loss_action_cls: 0.0317, recall@thr=0.5: 0.7842, prec@thr=0.5: 0.8424, recall@top3: 0.8584, prec@top3: 0.6987, recall@top5: 0.9544, prec@top5: 0.4773, loss: 0.0317, grad_norm: 0.1274 2020-12-08 23:37:28,813 - mmaction - INFO - Epoch [16][1060/1281] lr: 2.250e-03, eta: 2:15:41, time: 1.635, data_time: 0.004, memory: 10339, loss_action_cls: 0.0321, recall@thr=0.5: 0.7779, prec@thr=0.5: 0.8444, recall@top3: 0.8580, prec@top3: 0.7055, recall@top5: 0.9526, prec@top5: 0.4821, loss: 0.0321, grad_norm: 0.1263 2020-12-08 23:37:56,765 - mmaction - INFO - Epoch [16][1080/1281] lr: 2.250e-03, eta: 2:15:10, time: 1.398, data_time: 0.002, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7829, prec@thr=0.5: 0.8379, recall@top3: 0.8564, prec@top3: 0.6921, recall@top5: 0.9521, prec@top5: 0.4736, loss: 0.0316, grad_norm: 0.1277 2020-12-08 23:38:25,962 - mmaction - INFO - Epoch [16][1100/1281] lr: 2.250e-03, eta: 2:14:39, time: 1.460, data_time: 0.002, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7853, prec@thr=0.5: 0.8436, recall@top3: 0.8606, prec@top3: 0.7001, recall@top5: 0.9569, prec@top5: 0.4791, loss: 0.0318, grad_norm: 0.1233 2020-12-08 23:38:55,957 - mmaction - INFO - Epoch [16][1120/1281] lr: 2.250e-03, eta: 2:14:09, time: 1.497, data_time: 0.001, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7872, prec@thr=0.5: 0.8450, recall@top3: 0.8570, prec@top3: 0.7062, recall@top5: 0.9514, prec@top5: 0.4827, loss: 0.0319, grad_norm: 0.1266 2020-12-08 23:39:25,534 - mmaction - INFO - Epoch [16][1140/1281] lr: 2.250e-03, eta: 2:13:38, time: 1.480, data_time: 0.004, memory: 10339, loss_action_cls: 0.0320, recall@thr=0.5: 0.7819, prec@thr=0.5: 0.8405, recall@top3: 0.8581, prec@top3: 0.6960, recall@top5: 0.9531, prec@top5: 0.4752, loss: 0.0320, grad_norm: 0.1259 2020-12-08 23:39:54,762 - mmaction - INFO - Epoch [16][1160/1281] lr: 2.250e-03, eta: 2:13:07, time: 1.462, data_time: 0.002, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7842, prec@thr=0.5: 0.8434, recall@top3: 0.8648, prec@top3: 0.6969, recall@top5: 0.9567, prec@top5: 0.4738, loss: 0.0316, grad_norm: 0.1277 2020-12-08 23:40:24,689 - mmaction - INFO - Epoch [16][1180/1281] lr: 2.250e-03, eta: 2:12:37, time: 1.493, data_time: 0.001, memory: 10339, loss_action_cls: 0.0311, recall@thr=0.5: 0.7888, prec@thr=0.5: 0.8457, recall@top3: 0.8602, prec@top3: 0.7057, recall@top5: 0.9572, prec@top5: 0.4824, loss: 0.0311, grad_norm: 0.1264 2020-12-08 23:40:55,251 - mmaction - INFO - Epoch [16][1200/1281] lr: 2.250e-03, eta: 2:12:06, time: 1.531, data_time: 0.005, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7855, prec@thr=0.5: 0.8426, recall@top3: 0.8551, prec@top3: 0.7021, recall@top5: 0.9524, prec@top5: 0.4815, loss: 0.0318, grad_norm: 0.1271 2020-12-08 23:41:23,502 - mmaction - INFO - Epoch [16][1220/1281] lr: 2.250e-03, eta: 2:11:35, time: 1.412, data_time: 0.002, memory: 10339, loss_action_cls: 0.0306, recall@thr=0.5: 0.7956, prec@thr=0.5: 0.8499, recall@top3: 0.8666, prec@top3: 0.7041, recall@top5: 0.9570, prec@top5: 0.4780, loss: 0.0306, grad_norm: 0.1216 2020-12-08 23:41:54,947 - mmaction - INFO - Epoch [16][1240/1281] lr: 2.250e-03, eta: 2:11:05, time: 1.572, data_time: 0.002, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7842, prec@thr=0.5: 0.8393, recall@top3: 0.8588, prec@top3: 0.6989, recall@top5: 0.9549, prec@top5: 0.4768, loss: 0.0318, grad_norm: 0.1231 2020-12-08 23:42:23,745 - mmaction - INFO - Epoch [16][1260/1281] lr: 2.250e-03, eta: 2:10:34, time: 1.440, data_time: 0.003, memory: 10339, loss_action_cls: 0.0320, recall@thr=0.5: 0.7769, prec@thr=0.5: 0.8404, recall@top3: 0.8570, prec@top3: 0.7024, recall@top5: 0.9503, prec@top5: 0.4795, loss: 0.0320, grad_norm: 0.1269 2020-12-08 23:42:52,359 - mmaction - INFO - Epoch [16][1280/1281] lr: 2.250e-03, eta: 2:10:03, time: 1.432, data_time: 0.003, memory: 10339, loss_action_cls: 0.0315, recall@thr=0.5: 0.7889, prec@thr=0.5: 0.8441, recall@top3: 0.8611, prec@top3: 0.6965, recall@top5: 0.9535, prec@top5: 0.4739, loss: 0.0315, grad_norm: 0.1251 2020-12-08 23:42:55,814 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-12-08 23:52:00,124 - mmaction - INFO - Evaluating proposal ... 2020-12-08 23:53:05,503 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-08 23:53:05,504 - mmaction - INFO - Evaluating bbox ... 2020-12-09 00:00:48,488 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2426 2020-12-09 00:00:49,576 - mmaction - INFO - Epoch(val) [16][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2426 2020-12-09 00:02:12,415 - mmaction - INFO - Epoch [17][20/1281] lr: 2.250e-03, eta: 2:09:44, time: 4.138, data_time: 3.003, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7865, prec@thr=0.5: 0.8419, recall@top3: 0.8633, prec@top3: 0.6950, recall@top5: 0.9525, prec@top5: 0.4710, loss: 0.0313, grad_norm: 0.1257 2020-12-09 00:02:41,772 - mmaction - INFO - Epoch [17][40/1281] lr: 2.250e-03, eta: 2:09:13, time: 1.467, data_time: 0.074, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7865, prec@thr=0.5: 0.8422, recall@top3: 0.8556, prec@top3: 0.6954, recall@top5: 0.9536, prec@top5: 0.4766, loss: 0.0313, grad_norm: 0.1247 2020-12-09 00:03:12,573 - mmaction - INFO - Epoch [17][60/1281] lr: 2.250e-03, eta: 2:08:43, time: 1.542, data_time: 0.003, memory: 10339, loss_action_cls: 0.0314, recall@thr=0.5: 0.7818, prec@thr=0.5: 0.8452, recall@top3: 0.8589, prec@top3: 0.7034, recall@top5: 0.9556, prec@top5: 0.4816, loss: 0.0314, grad_norm: 0.1281 2020-12-09 00:03:43,156 - mmaction - INFO - Epoch [17][80/1281] lr: 2.250e-03, eta: 2:08:12, time: 1.527, data_time: 0.183, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7854, prec@thr=0.5: 0.8430, recall@top3: 0.8580, prec@top3: 0.7018, recall@top5: 0.9558, prec@top5: 0.4810, loss: 0.0319, grad_norm: 0.1248 2020-12-09 00:04:11,219 - mmaction - INFO - Epoch [17][100/1281] lr: 2.250e-03, eta: 2:07:41, time: 1.405, data_time: 0.258, memory: 10339, loss_action_cls: 0.0317, recall@thr=0.5: 0.7868, prec@thr=0.5: 0.8427, recall@top3: 0.8595, prec@top3: 0.7047, recall@top5: 0.9550, prec@top5: 0.4818, loss: 0.0317, grad_norm: 0.1269 2020-12-09 00:04:41,802 - mmaction - INFO - Epoch [17][120/1281] lr: 2.250e-03, eta: 2:07:11, time: 1.528, data_time: 0.001, memory: 10339, loss_action_cls: 0.0309, recall@thr=0.5: 0.7907, prec@thr=0.5: 0.8500, recall@top3: 0.8679, prec@top3: 0.7117, recall@top5: 0.9580, prec@top5: 0.4833, loss: 0.0309, grad_norm: 0.1269 2020-12-09 00:05:12,546 - mmaction - INFO - Epoch [17][140/1281] lr: 2.250e-03, eta: 2:06:40, time: 1.535, data_time: 0.002, memory: 10339, loss_action_cls: 0.0315, recall@thr=0.5: 0.7905, prec@thr=0.5: 0.8410, recall@top3: 0.8607, prec@top3: 0.6999, recall@top5: 0.9551, prec@top5: 0.4781, loss: 0.0315, grad_norm: 0.1256 2020-12-09 00:05:40,749 - mmaction - INFO - Epoch [17][160/1281] lr: 2.250e-03, eta: 2:06:09, time: 1.412, data_time: 0.004, memory: 10339, loss_action_cls: 0.0323, recall@thr=0.5: 0.7785, prec@thr=0.5: 0.8350, recall@top3: 0.8558, prec@top3: 0.6996, recall@top5: 0.9522, prec@top5: 0.4784, loss: 0.0323, grad_norm: 0.1278 2020-12-09 00:06:11,609 - mmaction - INFO - Epoch [17][180/1281] lr: 2.250e-03, eta: 2:05:39, time: 1.543, data_time: 0.155, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7835, prec@thr=0.5: 0.8418, recall@top3: 0.8610, prec@top3: 0.6992, recall@top5: 0.9534, prec@top5: 0.4745, loss: 0.0318, grad_norm: 0.1255 2020-12-09 00:06:39,595 - mmaction - INFO - Epoch [17][200/1281] lr: 2.250e-03, eta: 2:05:08, time: 1.400, data_time: 0.142, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7848, prec@thr=0.5: 0.8432, recall@top3: 0.8597, prec@top3: 0.7029, recall@top5: 0.9548, prec@top5: 0.4806, loss: 0.0316, grad_norm: 0.1286 2020-12-09 00:07:11,068 - mmaction - INFO - Epoch [17][220/1281] lr: 2.250e-03, eta: 2:04:37, time: 1.571, data_time: 0.006, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7853, prec@thr=0.5: 0.8432, recall@top3: 0.8600, prec@top3: 0.6974, recall@top5: 0.9554, prec@top5: 0.4771, loss: 0.0313, grad_norm: 0.1260 2020-12-09 00:07:39,932 - mmaction - INFO - Epoch [17][240/1281] lr: 2.250e-03, eta: 2:04:06, time: 1.446, data_time: 0.004, memory: 10339, loss_action_cls: 0.0317, recall@thr=0.5: 0.7854, prec@thr=0.5: 0.8434, recall@top3: 0.8604, prec@top3: 0.6986, recall@top5: 0.9552, prec@top5: 0.4779, loss: 0.0317, grad_norm: 0.1247 2020-12-09 00:08:10,666 - mmaction - INFO - Epoch [17][260/1281] lr: 2.250e-03, eta: 2:03:36, time: 1.534, data_time: 0.015, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7875, prec@thr=0.5: 0.8415, recall@top3: 0.8600, prec@top3: 0.7002, recall@top5: 0.9543, prec@top5: 0.4778, loss: 0.0313, grad_norm: 0.1257 2020-12-09 00:08:39,083 - mmaction - INFO - Epoch [17][280/1281] lr: 2.250e-03, eta: 2:03:05, time: 1.422, data_time: 0.104, memory: 10339, loss_action_cls: 0.0310, recall@thr=0.5: 0.7860, prec@thr=0.5: 0.8448, recall@top3: 0.8619, prec@top3: 0.7011, recall@top5: 0.9548, prec@top5: 0.4780, loss: 0.0310, grad_norm: 0.1256 2020-12-09 00:09:09,240 - mmaction - INFO - Epoch [17][300/1281] lr: 2.250e-03, eta: 2:02:34, time: 1.509, data_time: 0.002, memory: 10339, loss_action_cls: 0.0315, recall@thr=0.5: 0.7927, prec@thr=0.5: 0.8427, recall@top3: 0.8641, prec@top3: 0.7059, recall@top5: 0.9580, prec@top5: 0.4819, loss: 0.0315, grad_norm: 0.1282 2020-12-09 00:09:38,521 - mmaction - INFO - Epoch [17][320/1281] lr: 2.250e-03, eta: 2:02:04, time: 1.462, data_time: 0.001, memory: 10339, loss_action_cls: 0.0311, recall@thr=0.5: 0.7861, prec@thr=0.5: 0.8438, recall@top3: 0.8601, prec@top3: 0.7000, recall@top5: 0.9542, prec@top5: 0.4775, loss: 0.0311, grad_norm: 0.1264 2020-12-09 00:10:06,491 - mmaction - INFO - Epoch [17][340/1281] lr: 2.250e-03, eta: 2:01:33, time: 1.399, data_time: 0.003, memory: 10339, loss_action_cls: 0.0311, recall@thr=0.5: 0.7905, prec@thr=0.5: 0.8460, recall@top3: 0.8623, prec@top3: 0.7083, recall@top5: 0.9553, prec@top5: 0.4821, loss: 0.0311, grad_norm: 0.1255 2020-12-09 00:10:37,879 - mmaction - INFO - Epoch [17][360/1281] lr: 2.250e-03, eta: 2:01:02, time: 1.568, data_time: 0.009, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7883, prec@thr=0.5: 0.8442, recall@top3: 0.8589, prec@top3: 0.7002, recall@top5: 0.9525, prec@top5: 0.4779, loss: 0.0318, grad_norm: 0.1254 2020-12-09 00:11:06,368 - mmaction - INFO - Epoch [17][380/1281] lr: 2.250e-03, eta: 2:00:31, time: 1.426, data_time: 0.165, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7926, prec@thr=0.5: 0.8491, recall@top3: 0.8575, prec@top3: 0.7052, recall@top5: 0.9551, prec@top5: 0.4833, loss: 0.0318, grad_norm: 0.1224 2020-12-09 00:11:37,341 - mmaction - INFO - Epoch [17][400/1281] lr: 2.250e-03, eta: 2:00:01, time: 1.547, data_time: 0.401, memory: 10339, loss_action_cls: 0.0314, recall@thr=0.5: 0.7932, prec@thr=0.5: 0.8492, recall@top3: 0.8604, prec@top3: 0.6995, recall@top5: 0.9541, prec@top5: 0.4777, loss: 0.0314, grad_norm: 0.1246 2020-12-09 00:12:05,716 - mmaction - INFO - Epoch [17][420/1281] lr: 2.250e-03, eta: 1:59:30, time: 1.418, data_time: 0.066, memory: 10339, loss_action_cls: 0.0311, recall@thr=0.5: 0.7903, prec@thr=0.5: 0.8439, recall@top3: 0.8665, prec@top3: 0.7039, recall@top5: 0.9576, prec@top5: 0.4783, loss: 0.0311, grad_norm: 0.1277 2020-12-09 00:12:34,398 - mmaction - INFO - Epoch [17][440/1281] lr: 2.250e-03, eta: 1:58:59, time: 1.434, data_time: 0.004, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7879, prec@thr=0.5: 0.8476, recall@top3: 0.8617, prec@top3: 0.7085, recall@top5: 0.9551, prec@top5: 0.4829, loss: 0.0316, grad_norm: 0.1251 2020-12-09 00:13:06,536 - mmaction - INFO - Epoch [17][460/1281] lr: 2.250e-03, eta: 1:58:29, time: 1.608, data_time: 0.004, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7867, prec@thr=0.5: 0.8406, recall@top3: 0.8550, prec@top3: 0.7026, recall@top5: 0.9510, prec@top5: 0.4804, loss: 0.0319, grad_norm: 0.1262 2020-12-09 00:13:33,909 - mmaction - INFO - Epoch [17][480/1281] lr: 2.250e-03, eta: 1:57:58, time: 1.368, data_time: 0.003, memory: 10339, loss_action_cls: 0.0320, recall@thr=0.5: 0.7801, prec@thr=0.5: 0.8371, recall@top3: 0.8572, prec@top3: 0.6993, recall@top5: 0.9536, prec@top5: 0.4788, loss: 0.0320, grad_norm: 0.1268 2020-12-09 00:14:03,749 - mmaction - INFO - Epoch [17][500/1281] lr: 2.250e-03, eta: 1:57:27, time: 1.494, data_time: 0.003, memory: 10339, loss_action_cls: 0.0323, recall@thr=0.5: 0.7844, prec@thr=0.5: 0.8410, recall@top3: 0.8563, prec@top3: 0.7034, recall@top5: 0.9555, prec@top5: 0.4820, loss: 0.0323, grad_norm: 0.1282 2020-12-09 00:14:33,001 - mmaction - INFO - Epoch [17][520/1281] lr: 2.250e-03, eta: 1:56:56, time: 1.463, data_time: 0.176, memory: 10339, loss_action_cls: 0.0328, recall@thr=0.5: 0.7798, prec@thr=0.5: 0.8330, recall@top3: 0.8552, prec@top3: 0.6952, recall@top5: 0.9523, prec@top5: 0.4769, loss: 0.0328, grad_norm: 0.1289 2020-12-09 00:15:04,536 - mmaction - INFO - Epoch [17][540/1281] lr: 2.250e-03, eta: 1:56:26, time: 1.576, data_time: 0.001, memory: 10339, loss_action_cls: 0.0321, recall@thr=0.5: 0.7865, prec@thr=0.5: 0.8419, recall@top3: 0.8603, prec@top3: 0.6959, recall@top5: 0.9529, prec@top5: 0.4739, loss: 0.0321, grad_norm: 0.1269 2020-12-09 00:15:33,605 - mmaction - INFO - Epoch [17][560/1281] lr: 2.250e-03, eta: 1:55:55, time: 1.455, data_time: 0.002, memory: 10339, loss_action_cls: 0.0320, recall@thr=0.5: 0.7751, prec@thr=0.5: 0.8406, recall@top3: 0.8541, prec@top3: 0.6987, recall@top5: 0.9549, prec@top5: 0.4803, loss: 0.0320, grad_norm: 0.1295 2020-12-09 00:16:03,559 - mmaction - INFO - Epoch [17][580/1281] lr: 2.250e-03, eta: 1:55:25, time: 1.494, data_time: 0.001, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7818, prec@thr=0.5: 0.8399, recall@top3: 0.8594, prec@top3: 0.6990, recall@top5: 0.9554, prec@top5: 0.4778, loss: 0.0319, grad_norm: 0.1256 2020-12-09 00:16:31,036 - mmaction - INFO - Epoch [17][600/1281] lr: 2.250e-03, eta: 1:54:54, time: 1.375, data_time: 0.004, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7879, prec@thr=0.5: 0.8386, recall@top3: 0.8594, prec@top3: 0.7012, recall@top5: 0.9546, prec@top5: 0.4795, loss: 0.0319, grad_norm: 0.1266 2020-12-09 00:17:02,325 - mmaction - INFO - Epoch [17][620/1281] lr: 2.250e-03, eta: 1:54:23, time: 1.562, data_time: 0.003, memory: 10339, loss_action_cls: 0.0308, recall@thr=0.5: 0.7823, prec@thr=0.5: 0.8454, recall@top3: 0.8621, prec@top3: 0.7055, recall@top5: 0.9566, prec@top5: 0.4818, loss: 0.0308, grad_norm: 0.1259 2020-12-09 00:17:30,742 - mmaction - INFO - Epoch [17][640/1281] lr: 2.250e-03, eta: 1:53:52, time: 1.425, data_time: 0.005, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7859, prec@thr=0.5: 0.8411, recall@top3: 0.8599, prec@top3: 0.6974, recall@top5: 0.9546, prec@top5: 0.4773, loss: 0.0318, grad_norm: 0.1261 2020-12-09 00:18:01,663 - mmaction - INFO - Epoch [17][660/1281] lr: 2.250e-03, eta: 1:53:22, time: 1.545, data_time: 0.001, memory: 10339, loss_action_cls: 0.0314, recall@thr=0.5: 0.7886, prec@thr=0.5: 0.8393, recall@top3: 0.8613, prec@top3: 0.7008, recall@top5: 0.9541, prec@top5: 0.4769, loss: 0.0314, grad_norm: 0.1232 2020-12-09 00:18:30,808 - mmaction - INFO - Epoch [17][680/1281] lr: 2.250e-03, eta: 1:52:51, time: 1.454, data_time: 0.001, memory: 10339, loss_action_cls: 0.0312, recall@thr=0.5: 0.7893, prec@thr=0.5: 0.8436, recall@top3: 0.8632, prec@top3: 0.7037, recall@top5: 0.9539, prec@top5: 0.4775, loss: 0.0312, grad_norm: 0.1264 2020-12-09 00:19:00,142 - mmaction - INFO - Epoch [17][700/1281] lr: 2.250e-03, eta: 1:52:21, time: 1.470, data_time: 0.005, memory: 10339, loss_action_cls: 0.0315, recall@thr=0.5: 0.7811, prec@thr=0.5: 0.8392, recall@top3: 0.8577, prec@top3: 0.7004, recall@top5: 0.9531, prec@top5: 0.4792, loss: 0.0315, grad_norm: 0.1251 2020-12-09 00:19:28,757 - mmaction - INFO - Epoch [17][720/1281] lr: 2.250e-03, eta: 1:51:50, time: 1.429, data_time: 0.001, memory: 10339, loss_action_cls: 0.0311, recall@thr=0.5: 0.7904, prec@thr=0.5: 0.8432, recall@top3: 0.8602, prec@top3: 0.6998, recall@top5: 0.9548, prec@top5: 0.4780, loss: 0.0311, grad_norm: 0.1268 2020-12-09 00:19:57,983 - mmaction - INFO - Epoch [17][740/1281] lr: 2.250e-03, eta: 1:51:19, time: 1.460, data_time: 0.043, memory: 10339, loss_action_cls: 0.0317, recall@thr=0.5: 0.7793, prec@thr=0.5: 0.8422, recall@top3: 0.8594, prec@top3: 0.7001, recall@top5: 0.9525, prec@top5: 0.4777, loss: 0.0317, grad_norm: 0.1297 2020-12-09 00:20:27,308 - mmaction - INFO - Epoch [17][760/1281] lr: 2.250e-03, eta: 1:50:48, time: 1.469, data_time: 0.012, memory: 10339, loss_action_cls: 0.0311, recall@thr=0.5: 0.7835, prec@thr=0.5: 0.8452, recall@top3: 0.8615, prec@top3: 0.7073, recall@top5: 0.9537, prec@top5: 0.4810, loss: 0.0311, grad_norm: 0.1261 2020-12-09 00:20:55,665 - mmaction - INFO - Epoch [17][780/1281] lr: 2.250e-03, eta: 1:50:17, time: 1.418, data_time: 0.002, memory: 10339, loss_action_cls: 0.0314, recall@thr=0.5: 0.7893, prec@thr=0.5: 0.8407, recall@top3: 0.8628, prec@top3: 0.7027, recall@top5: 0.9554, prec@top5: 0.4777, loss: 0.0314, grad_norm: 0.1265 2020-12-09 00:21:26,241 - mmaction - INFO - Epoch [17][800/1281] lr: 2.250e-03, eta: 1:49:47, time: 1.528, data_time: 0.001, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7805, prec@thr=0.5: 0.8446, recall@top3: 0.8564, prec@top3: 0.7045, recall@top5: 0.9543, prec@top5: 0.4834, loss: 0.0318, grad_norm: 0.1293 2020-12-09 00:21:55,554 - mmaction - INFO - Epoch [17][820/1281] lr: 2.250e-03, eta: 1:49:16, time: 1.465, data_time: 0.002, memory: 10339, loss_action_cls: 0.0303, recall@thr=0.5: 0.7944, prec@thr=0.5: 0.8466, recall@top3: 0.8641, prec@top3: 0.7111, recall@top5: 0.9574, prec@top5: 0.4848, loss: 0.0303, grad_norm: 0.1250 2020-12-09 00:22:27,274 - mmaction - INFO - Epoch [17][840/1281] lr: 2.250e-03, eta: 1:48:46, time: 1.586, data_time: 0.002, memory: 10339, loss_action_cls: 0.0311, recall@thr=0.5: 0.7892, prec@thr=0.5: 0.8443, recall@top3: 0.8648, prec@top3: 0.6968, recall@top5: 0.9597, prec@top5: 0.4758, loss: 0.0311, grad_norm: 0.1247 2020-12-09 00:22:54,892 - mmaction - INFO - Epoch [17][860/1281] lr: 2.250e-03, eta: 1:48:15, time: 1.381, data_time: 0.002, memory: 10339, loss_action_cls: 0.0322, recall@thr=0.5: 0.7791, prec@thr=0.5: 0.8463, recall@top3: 0.8520, prec@top3: 0.6939, recall@top5: 0.9509, prec@top5: 0.4774, loss: 0.0322, grad_norm: 0.1266 2020-12-09 00:23:24,083 - mmaction - INFO - Epoch [17][880/1281] lr: 2.250e-03, eta: 1:47:44, time: 1.460, data_time: 0.002, memory: 10339, loss_action_cls: 0.0312, recall@thr=0.5: 0.7913, prec@thr=0.5: 0.8501, recall@top3: 0.8588, prec@top3: 0.7007, recall@top5: 0.9540, prec@top5: 0.4788, loss: 0.0312, grad_norm: 0.1264 2020-12-09 00:23:54,962 - mmaction - INFO - Epoch [17][900/1281] lr: 2.250e-03, eta: 1:47:14, time: 1.541, data_time: 0.019, memory: 10339, loss_action_cls: 0.0312, recall@thr=0.5: 0.7858, prec@thr=0.5: 0.8446, recall@top3: 0.8625, prec@top3: 0.6954, recall@top5: 0.9538, prec@top5: 0.4720, loss: 0.0312, grad_norm: 0.1262 2020-12-09 00:24:25,731 - mmaction - INFO - Epoch [17][920/1281] lr: 2.250e-03, eta: 1:46:43, time: 1.540, data_time: 0.004, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7872, prec@thr=0.5: 0.8383, recall@top3: 0.8571, prec@top3: 0.6939, recall@top5: 0.9508, prec@top5: 0.4735, loss: 0.0318, grad_norm: 0.1237 2020-12-09 00:24:55,153 - mmaction - INFO - Epoch [17][940/1281] lr: 2.250e-03, eta: 1:46:13, time: 1.471, data_time: 0.003, memory: 10339, loss_action_cls: 0.0309, recall@thr=0.5: 0.7861, prec@thr=0.5: 0.8463, recall@top3: 0.8635, prec@top3: 0.7004, recall@top5: 0.9571, prec@top5: 0.4773, loss: 0.0309, grad_norm: 0.1263 2020-12-09 00:25:26,197 - mmaction - INFO - Epoch [17][960/1281] lr: 2.250e-03, eta: 1:45:42, time: 1.551, data_time: 0.082, memory: 10339, loss_action_cls: 0.0315, recall@thr=0.5: 0.7841, prec@thr=0.5: 0.8408, recall@top3: 0.8583, prec@top3: 0.6983, recall@top5: 0.9557, prec@top5: 0.4790, loss: 0.0315, grad_norm: 0.1307 2020-12-09 00:25:54,980 - mmaction - INFO - Epoch [17][980/1281] lr: 2.250e-03, eta: 1:45:12, time: 1.441, data_time: 0.003, memory: 10339, loss_action_cls: 0.0323, recall@thr=0.5: 0.7861, prec@thr=0.5: 0.8375, recall@top3: 0.8574, prec@top3: 0.6976, recall@top5: 0.9516, prec@top5: 0.4754, loss: 0.0323, grad_norm: 0.1264 2020-12-09 00:26:25,120 - mmaction - INFO - Epoch [17][1000/1281] lr: 2.250e-03, eta: 1:44:41, time: 1.506, data_time: 0.002, memory: 10339, loss_action_cls: 0.0321, recall@thr=0.5: 0.7812, prec@thr=0.5: 0.8401, recall@top3: 0.8576, prec@top3: 0.7028, recall@top5: 0.9536, prec@top5: 0.4813, loss: 0.0321, grad_norm: 0.1274 2020-12-09 00:26:56,228 - mmaction - INFO - Epoch [17][1020/1281] lr: 2.250e-03, eta: 1:44:11, time: 1.557, data_time: 0.003, memory: 10339, loss_action_cls: 0.0312, recall@thr=0.5: 0.7901, prec@thr=0.5: 0.8432, recall@top3: 0.8616, prec@top3: 0.6983, recall@top5: 0.9543, prec@top5: 0.4757, loss: 0.0312, grad_norm: 0.1223 2020-12-09 00:27:26,308 - mmaction - INFO - Epoch [17][1040/1281] lr: 2.250e-03, eta: 1:43:40, time: 1.501, data_time: 0.001, memory: 10339, loss_action_cls: 0.0321, recall@thr=0.5: 0.7856, prec@thr=0.5: 0.8399, recall@top3: 0.8602, prec@top3: 0.7053, recall@top5: 0.9558, prec@top5: 0.4817, loss: 0.0321, grad_norm: 0.1272 2020-12-09 00:27:54,204 - mmaction - INFO - Epoch [17][1060/1281] lr: 2.250e-03, eta: 1:43:09, time: 1.396, data_time: 0.003, memory: 10339, loss_action_cls: 0.0317, recall@thr=0.5: 0.7816, prec@thr=0.5: 0.8403, recall@top3: 0.8594, prec@top3: 0.6939, recall@top5: 0.9537, prec@top5: 0.4738, loss: 0.0317, grad_norm: 0.1255 2020-12-09 00:28:21,833 - mmaction - INFO - Epoch [17][1080/1281] lr: 2.250e-03, eta: 1:42:38, time: 1.382, data_time: 0.002, memory: 10339, loss_action_cls: 0.0311, recall@thr=0.5: 0.7931, prec@thr=0.5: 0.8521, recall@top3: 0.8635, prec@top3: 0.7078, recall@top5: 0.9575, prec@top5: 0.4825, loss: 0.0311, grad_norm: 0.1249 2020-12-09 00:28:53,136 - mmaction - INFO - Epoch [17][1100/1281] lr: 2.250e-03, eta: 1:42:08, time: 1.562, data_time: 0.002, memory: 10339, loss_action_cls: 0.0322, recall@thr=0.5: 0.7864, prec@thr=0.5: 0.8402, recall@top3: 0.8598, prec@top3: 0.6913, recall@top5: 0.9555, prec@top5: 0.4722, loss: 0.0322, grad_norm: 0.1277 2020-12-09 00:29:22,326 - mmaction - INFO - Epoch [17][1120/1281] lr: 2.250e-03, eta: 1:41:37, time: 1.463, data_time: 0.004, memory: 10339, loss_action_cls: 0.0314, recall@thr=0.5: 0.7909, prec@thr=0.5: 0.8499, recall@top3: 0.8616, prec@top3: 0.7148, recall@top5: 0.9552, prec@top5: 0.4864, loss: 0.0314, grad_norm: 0.1236 2020-12-09 00:29:51,115 - mmaction - INFO - Epoch [17][1140/1281] lr: 2.250e-03, eta: 1:41:07, time: 1.438, data_time: 0.001, memory: 10339, loss_action_cls: 0.0327, recall@thr=0.5: 0.7788, prec@thr=0.5: 0.8361, recall@top3: 0.8559, prec@top3: 0.6968, recall@top5: 0.9532, prec@top5: 0.4769, loss: 0.0327, grad_norm: 0.1282 2020-12-09 00:30:21,949 - mmaction - INFO - Epoch [17][1160/1281] lr: 2.250e-03, eta: 1:40:36, time: 1.543, data_time: 0.031, memory: 10339, loss_action_cls: 0.0306, recall@thr=0.5: 0.8009, prec@thr=0.5: 0.8495, recall@top3: 0.8679, prec@top3: 0.7085, recall@top5: 0.9573, prec@top5: 0.4805, loss: 0.0306, grad_norm: 0.1252 2020-12-09 00:30:53,476 - mmaction - INFO - Epoch [17][1180/1281] lr: 2.250e-03, eta: 1:40:06, time: 1.577, data_time: 0.002, memory: 10339, loss_action_cls: 0.0323, recall@thr=0.5: 0.7861, prec@thr=0.5: 0.8440, recall@top3: 0.8566, prec@top3: 0.7038, recall@top5: 0.9510, prec@top5: 0.4805, loss: 0.0323, grad_norm: 0.1253 2020-12-09 00:31:21,107 - mmaction - INFO - Epoch [17][1200/1281] lr: 2.250e-03, eta: 1:39:35, time: 1.380, data_time: 0.001, memory: 10339, loss_action_cls: 0.0311, recall@thr=0.5: 0.7929, prec@thr=0.5: 0.8473, recall@top3: 0.8619, prec@top3: 0.7008, recall@top5: 0.9566, prec@top5: 0.4781, loss: 0.0311, grad_norm: 0.1241 2020-12-09 00:31:49,517 - mmaction - INFO - Epoch [17][1220/1281] lr: 2.250e-03, eta: 1:39:04, time: 1.419, data_time: 0.003, memory: 10339, loss_action_cls: 0.0312, recall@thr=0.5: 0.7880, prec@thr=0.5: 0.8426, recall@top3: 0.8659, prec@top3: 0.7067, recall@top5: 0.9565, prec@top5: 0.4795, loss: 0.0312, grad_norm: 0.1259 2020-12-09 00:32:19,319 - mmaction - INFO - Epoch [17][1240/1281] lr: 2.250e-03, eta: 1:38:34, time: 1.492, data_time: 0.005, memory: 10339, loss_action_cls: 0.0312, recall@thr=0.5: 0.7901, prec@thr=0.5: 0.8466, recall@top3: 0.8612, prec@top3: 0.7047, recall@top5: 0.9555, prec@top5: 0.4816, loss: 0.0312, grad_norm: 0.1286 2020-12-09 00:32:48,409 - mmaction - INFO - Epoch [17][1260/1281] lr: 2.250e-03, eta: 1:38:03, time: 1.456, data_time: 0.008, memory: 10339, loss_action_cls: 0.0311, recall@thr=0.5: 0.7845, prec@thr=0.5: 0.8398, recall@top3: 0.8611, prec@top3: 0.6983, recall@top5: 0.9577, prec@top5: 0.4777, loss: 0.0311, grad_norm: 0.1277 2020-12-09 00:33:15,844 - mmaction - INFO - Epoch [17][1280/1281] lr: 2.250e-03, eta: 1:37:32, time: 1.372, data_time: 0.073, memory: 10339, loss_action_cls: 0.0328, recall@thr=0.5: 0.7834, prec@thr=0.5: 0.8381, recall@top3: 0.8551, prec@top3: 0.6962, recall@top5: 0.9535, prec@top5: 0.4776, loss: 0.0328, grad_norm: 0.1254 2020-12-09 00:33:19,590 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-12-09 00:42:22,347 - mmaction - INFO - Evaluating proposal ... 2020-12-09 00:43:27,570 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-09 00:43:27,570 - mmaction - INFO - Evaluating bbox ... 2020-12-09 00:51:12,213 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2432 2020-12-09 00:51:13,308 - mmaction - INFO - Epoch(val) [17][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2432 2020-12-09 00:52:27,879 - mmaction - INFO - Epoch [18][20/1281] lr: 2.250e-03, eta: 1:37:07, time: 3.727, data_time: 2.571, memory: 10339, loss_action_cls: 0.0321, recall@thr=0.5: 0.7843, prec@thr=0.5: 0.8435, recall@top3: 0.8580, prec@top3: 0.7032, recall@top5: 0.9562, prec@top5: 0.4825, loss: 0.0321, grad_norm: 0.1255 2020-12-09 00:52:57,724 - mmaction - INFO - Epoch [18][40/1281] lr: 2.250e-03, eta: 1:36:37, time: 1.491, data_time: 0.096, memory: 10339, loss_action_cls: 0.0314, recall@thr=0.5: 0.7901, prec@thr=0.5: 0.8454, recall@top3: 0.8614, prec@top3: 0.6997, recall@top5: 0.9534, prec@top5: 0.4762, loss: 0.0314, grad_norm: 0.1269 2020-12-09 00:53:27,733 - mmaction - INFO - Epoch [18][60/1281] lr: 2.250e-03, eta: 1:36:06, time: 1.503, data_time: 0.092, memory: 10339, loss_action_cls: 0.0309, recall@thr=0.5: 0.7862, prec@thr=0.5: 0.8460, recall@top3: 0.8630, prec@top3: 0.6996, recall@top5: 0.9574, prec@top5: 0.4768, loss: 0.0309, grad_norm: 0.1275 2020-12-09 00:53:56,480 - mmaction - INFO - Epoch [18][80/1281] lr: 2.250e-03, eta: 1:35:35, time: 1.437, data_time: 0.001, memory: 10339, loss_action_cls: 0.0317, recall@thr=0.5: 0.7894, prec@thr=0.5: 0.8485, recall@top3: 0.8620, prec@top3: 0.7094, recall@top5: 0.9534, prec@top5: 0.4825, loss: 0.0317, grad_norm: 0.1236 2020-12-09 00:54:25,595 - mmaction - INFO - Epoch [18][100/1281] lr: 2.250e-03, eta: 1:35:05, time: 1.456, data_time: 0.001, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7863, prec@thr=0.5: 0.8416, recall@top3: 0.8610, prec@top3: 0.6964, recall@top5: 0.9562, prec@top5: 0.4751, loss: 0.0313, grad_norm: 0.1240 2020-12-09 00:54:55,847 - mmaction - INFO - Epoch [18][120/1281] lr: 2.250e-03, eta: 1:34:34, time: 1.512, data_time: 0.001, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7885, prec@thr=0.5: 0.8442, recall@top3: 0.8576, prec@top3: 0.7027, recall@top5: 0.9557, prec@top5: 0.4817, loss: 0.0316, grad_norm: 0.1259 2020-12-09 00:55:25,463 - mmaction - INFO - Epoch [18][140/1281] lr: 2.250e-03, eta: 1:34:04, time: 1.479, data_time: 0.006, memory: 10339, loss_action_cls: 0.0317, recall@thr=0.5: 0.7884, prec@thr=0.5: 0.8354, recall@top3: 0.8618, prec@top3: 0.6987, recall@top5: 0.9555, prec@top5: 0.4764, loss: 0.0317, grad_norm: 0.1239 2020-12-09 00:55:55,332 - mmaction - INFO - Epoch [18][160/1281] lr: 2.250e-03, eta: 1:33:33, time: 1.497, data_time: 0.004, memory: 10339, loss_action_cls: 0.0321, recall@thr=0.5: 0.7778, prec@thr=0.5: 0.8394, recall@top3: 0.8563, prec@top3: 0.7003, recall@top5: 0.9515, prec@top5: 0.4792, loss: 0.0321, grad_norm: 0.1275 2020-12-09 00:56:25,936 - mmaction - INFO - Epoch [18][180/1281] lr: 2.250e-03, eta: 1:33:02, time: 1.530, data_time: 0.001, memory: 10339, loss_action_cls: 0.0322, recall@thr=0.5: 0.7892, prec@thr=0.5: 0.8447, recall@top3: 0.8568, prec@top3: 0.7055, recall@top5: 0.9520, prec@top5: 0.4829, loss: 0.0322, grad_norm: 0.1259 2020-12-09 00:56:54,057 - mmaction - INFO - Epoch [18][200/1281] lr: 2.250e-03, eta: 1:32:32, time: 1.404, data_time: 0.001, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7802, prec@thr=0.5: 0.8384, recall@top3: 0.8537, prec@top3: 0.6944, recall@top5: 0.9509, prec@top5: 0.4758, loss: 0.0319, grad_norm: 0.1313 2020-12-09 00:57:25,873 - mmaction - INFO - Epoch [18][220/1281] lr: 2.250e-03, eta: 1:32:01, time: 1.592, data_time: 0.003, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7891, prec@thr=0.5: 0.8370, recall@top3: 0.8581, prec@top3: 0.6979, recall@top5: 0.9547, prec@top5: 0.4772, loss: 0.0318, grad_norm: 0.1270 2020-12-09 00:57:54,291 - mmaction - INFO - Epoch [18][240/1281] lr: 2.250e-03, eta: 1:31:31, time: 1.416, data_time: 0.005, memory: 10339, loss_action_cls: 0.0310, recall@thr=0.5: 0.7879, prec@thr=0.5: 0.8491, recall@top3: 0.8640, prec@top3: 0.7006, recall@top5: 0.9561, prec@top5: 0.4764, loss: 0.0310, grad_norm: 0.1241 2020-12-09 00:58:23,141 - mmaction - INFO - Epoch [18][260/1281] lr: 2.250e-03, eta: 1:31:00, time: 1.446, data_time: 0.007, memory: 10339, loss_action_cls: 0.0308, recall@thr=0.5: 0.7897, prec@thr=0.5: 0.8448, recall@top3: 0.8644, prec@top3: 0.7041, recall@top5: 0.9562, prec@top5: 0.4784, loss: 0.0308, grad_norm: 0.1261 2020-12-09 00:58:53,514 - mmaction - INFO - Epoch [18][280/1281] lr: 2.250e-03, eta: 1:30:29, time: 1.520, data_time: 0.057, memory: 10339, loss_action_cls: 0.0315, recall@thr=0.5: 0.7826, prec@thr=0.5: 0.8380, recall@top3: 0.8635, prec@top3: 0.6982, recall@top5: 0.9552, prec@top5: 0.4743, loss: 0.0315, grad_norm: 0.1278 2020-12-09 00:59:21,497 - mmaction - INFO - Epoch [18][300/1281] lr: 2.250e-03, eta: 1:29:58, time: 1.400, data_time: 0.003, memory: 10339, loss_action_cls: 0.0315, recall@thr=0.5: 0.7867, prec@thr=0.5: 0.8417, recall@top3: 0.8571, prec@top3: 0.6981, recall@top5: 0.9528, prec@top5: 0.4773, loss: 0.0315, grad_norm: 0.1241 2020-12-09 00:59:53,038 - mmaction - INFO - Epoch [18][320/1281] lr: 2.250e-03, eta: 1:29:28, time: 1.576, data_time: 0.002, memory: 10339, loss_action_cls: 0.0311, recall@thr=0.5: 0.7914, prec@thr=0.5: 0.8510, recall@top3: 0.8605, prec@top3: 0.7079, recall@top5: 0.9557, prec@top5: 0.4844, loss: 0.0311, grad_norm: 0.1214 2020-12-09 01:00:23,149 - mmaction - INFO - Epoch [18][340/1281] lr: 2.250e-03, eta: 1:28:58, time: 1.507, data_time: 0.003, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7910, prec@thr=0.5: 0.8428, recall@top3: 0.8596, prec@top3: 0.6951, recall@top5: 0.9534, prec@top5: 0.4746, loss: 0.0313, grad_norm: 0.1285 2020-12-09 01:00:52,461 - mmaction - INFO - Epoch [18][360/1281] lr: 2.250e-03, eta: 1:28:27, time: 1.464, data_time: 0.002, memory: 10339, loss_action_cls: 0.0312, recall@thr=0.5: 0.7843, prec@thr=0.5: 0.8479, recall@top3: 0.8600, prec@top3: 0.7057, recall@top5: 0.9558, prec@top5: 0.4835, loss: 0.0312, grad_norm: 0.1276 2020-12-09 01:01:25,747 - mmaction - INFO - Epoch [18][380/1281] lr: 2.250e-03, eta: 1:27:57, time: 1.663, data_time: 0.003, memory: 10339, loss_action_cls: 0.0311, recall@thr=0.5: 0.7909, prec@thr=0.5: 0.8423, recall@top3: 0.8612, prec@top3: 0.6996, recall@top5: 0.9572, prec@top5: 0.4780, loss: 0.0311, grad_norm: 0.1254 2020-12-09 01:01:55,045 - mmaction - INFO - Epoch [18][400/1281] lr: 2.250e-03, eta: 1:27:26, time: 1.468, data_time: 0.103, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7883, prec@thr=0.5: 0.8444, recall@top3: 0.8634, prec@top3: 0.7029, recall@top5: 0.9533, prec@top5: 0.4767, loss: 0.0313, grad_norm: 0.1242 2020-12-09 01:02:22,052 - mmaction - INFO - Epoch [18][420/1281] lr: 2.250e-03, eta: 1:26:55, time: 1.351, data_time: 0.025, memory: 10339, loss_action_cls: 0.0312, recall@thr=0.5: 0.7887, prec@thr=0.5: 0.8412, recall@top3: 0.8605, prec@top3: 0.7031, recall@top5: 0.9528, prec@top5: 0.4780, loss: 0.0312, grad_norm: 0.1278 2020-12-09 01:02:52,899 - mmaction - INFO - Epoch [18][440/1281] lr: 2.250e-03, eta: 1:26:25, time: 1.542, data_time: 0.136, memory: 10339, loss_action_cls: 0.0312, recall@thr=0.5: 0.7870, prec@thr=0.5: 0.8461, recall@top3: 0.8583, prec@top3: 0.7081, recall@top5: 0.9567, prec@top5: 0.4856, loss: 0.0312, grad_norm: 0.1265 2020-12-09 01:03:18,761 - mmaction - INFO - Epoch [18][460/1281] lr: 2.250e-03, eta: 1:25:54, time: 1.293, data_time: 0.002, memory: 10339, loss_action_cls: 0.0306, recall@thr=0.5: 0.7947, prec@thr=0.5: 0.8434, recall@top3: 0.8646, prec@top3: 0.7029, recall@top5: 0.9591, prec@top5: 0.4784, loss: 0.0306, grad_norm: 0.1270 2020-12-09 01:03:49,110 - mmaction - INFO - Epoch [18][480/1281] lr: 2.250e-03, eta: 1:25:23, time: 1.517, data_time: 0.001, memory: 10339, loss_action_cls: 0.0324, recall@thr=0.5: 0.7786, prec@thr=0.5: 0.8358, recall@top3: 0.8582, prec@top3: 0.7046, recall@top5: 0.9500, prec@top5: 0.4793, loss: 0.0324, grad_norm: 0.1279 2020-12-09 01:04:18,695 - mmaction - INFO - Epoch [18][500/1281] lr: 2.250e-03, eta: 1:24:53, time: 1.480, data_time: 0.002, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7863, prec@thr=0.5: 0.8361, recall@top3: 0.8600, prec@top3: 0.6984, recall@top5: 0.9544, prec@top5: 0.4758, loss: 0.0316, grad_norm: 0.1295 2020-12-09 01:04:48,547 - mmaction - INFO - Epoch [18][520/1281] lr: 2.250e-03, eta: 1:24:22, time: 1.493, data_time: 0.002, memory: 10339, loss_action_cls: 0.0312, recall@thr=0.5: 0.7916, prec@thr=0.5: 0.8477, recall@top3: 0.8629, prec@top3: 0.6995, recall@top5: 0.9574, prec@top5: 0.4774, loss: 0.0312, grad_norm: 0.1255 2020-12-09 01:05:18,001 - mmaction - INFO - Epoch [18][540/1281] lr: 2.250e-03, eta: 1:23:51, time: 1.473, data_time: 0.001, memory: 10339, loss_action_cls: 0.0322, recall@thr=0.5: 0.7823, prec@thr=0.5: 0.8431, recall@top3: 0.8565, prec@top3: 0.6979, recall@top5: 0.9534, prec@top5: 0.4782, loss: 0.0322, grad_norm: 0.1257 2020-12-09 01:05:48,805 - mmaction - INFO - Epoch [18][560/1281] lr: 2.250e-03, eta: 1:23:21, time: 1.537, data_time: 0.102, memory: 10339, loss_action_cls: 0.0315, recall@thr=0.5: 0.7864, prec@thr=0.5: 0.8389, recall@top3: 0.8581, prec@top3: 0.7003, recall@top5: 0.9538, prec@top5: 0.4787, loss: 0.0315, grad_norm: 0.1278 2020-12-09 01:06:18,536 - mmaction - INFO - Epoch [18][580/1281] lr: 2.250e-03, eta: 1:22:50, time: 1.489, data_time: 0.004, memory: 10339, loss_action_cls: 0.0306, recall@thr=0.5: 0.7943, prec@thr=0.5: 0.8467, recall@top3: 0.8681, prec@top3: 0.7002, recall@top5: 0.9568, prec@top5: 0.4740, loss: 0.0306, grad_norm: 0.1245 2020-12-09 01:06:47,169 - mmaction - INFO - Epoch [18][600/1281] lr: 2.250e-03, eta: 1:22:20, time: 1.431, data_time: 0.001, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7839, prec@thr=0.5: 0.8509, recall@top3: 0.8617, prec@top3: 0.7029, recall@top5: 0.9538, prec@top5: 0.4784, loss: 0.0318, grad_norm: 0.1245 2020-12-09 01:07:18,390 - mmaction - INFO - Epoch [18][620/1281] lr: 2.250e-03, eta: 1:21:49, time: 1.560, data_time: 0.002, memory: 10339, loss_action_cls: 0.0320, recall@thr=0.5: 0.7859, prec@thr=0.5: 0.8454, recall@top3: 0.8602, prec@top3: 0.7045, recall@top5: 0.9544, prec@top5: 0.4800, loss: 0.0320, grad_norm: 0.1261 2020-12-09 01:07:46,297 - mmaction - INFO - Epoch [18][640/1281] lr: 2.250e-03, eta: 1:21:18, time: 1.395, data_time: 0.003, memory: 10339, loss_action_cls: 0.0320, recall@thr=0.5: 0.7889, prec@thr=0.5: 0.8409, recall@top3: 0.8579, prec@top3: 0.7017, recall@top5: 0.9544, prec@top5: 0.4800, loss: 0.0320, grad_norm: 0.1281 2020-12-09 01:08:16,371 - mmaction - INFO - Epoch [18][660/1281] lr: 2.250e-03, eta: 1:20:48, time: 1.506, data_time: 0.004, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7871, prec@thr=0.5: 0.8376, recall@top3: 0.8583, prec@top3: 0.7032, recall@top5: 0.9542, prec@top5: 0.4798, loss: 0.0319, grad_norm: 0.1266 2020-12-09 01:08:47,485 - mmaction - INFO - Epoch [18][680/1281] lr: 2.250e-03, eta: 1:20:18, time: 1.555, data_time: 0.002, memory: 10339, loss_action_cls: 0.0320, recall@thr=0.5: 0.7832, prec@thr=0.5: 0.8424, recall@top3: 0.8580, prec@top3: 0.6982, recall@top5: 0.9533, prec@top5: 0.4769, loss: 0.0320, grad_norm: 0.1290 2020-12-09 01:09:15,564 - mmaction - INFO - Epoch [18][700/1281] lr: 2.250e-03, eta: 1:19:47, time: 1.404, data_time: 0.002, memory: 10339, loss_action_cls: 0.0314, recall@thr=0.5: 0.7876, prec@thr=0.5: 0.8447, recall@top3: 0.8580, prec@top3: 0.7073, recall@top5: 0.9556, prec@top5: 0.4840, loss: 0.0314, grad_norm: 0.1267 2020-12-09 01:09:48,022 - mmaction - INFO - Epoch [18][720/1281] lr: 2.250e-03, eta: 1:19:17, time: 1.624, data_time: 0.018, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7873, prec@thr=0.5: 0.8454, recall@top3: 0.8576, prec@top3: 0.7099, recall@top5: 0.9539, prec@top5: 0.4858, loss: 0.0318, grad_norm: 0.1278 2020-12-09 01:10:17,107 - mmaction - INFO - Epoch [18][740/1281] lr: 2.250e-03, eta: 1:18:46, time: 1.454, data_time: 0.001, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7891, prec@thr=0.5: 0.8398, recall@top3: 0.8583, prec@top3: 0.6944, recall@top5: 0.9542, prec@top5: 0.4746, loss: 0.0316, grad_norm: 0.1234 2020-12-09 01:10:46,637 - mmaction - INFO - Epoch [18][760/1281] lr: 2.250e-03, eta: 1:18:15, time: 1.475, data_time: 0.001, memory: 10339, loss_action_cls: 0.0312, recall@thr=0.5: 0.7950, prec@thr=0.5: 0.8464, recall@top3: 0.8616, prec@top3: 0.7005, recall@top5: 0.9549, prec@top5: 0.4777, loss: 0.0312, grad_norm: 0.1261 2020-12-09 01:11:15,626 - mmaction - INFO - Epoch [18][780/1281] lr: 2.250e-03, eta: 1:17:45, time: 1.449, data_time: 0.003, memory: 10339, loss_action_cls: 0.0314, recall@thr=0.5: 0.7847, prec@thr=0.5: 0.8503, recall@top3: 0.8612, prec@top3: 0.7037, recall@top5: 0.9539, prec@top5: 0.4801, loss: 0.0314, grad_norm: 0.1242 2020-12-09 01:11:43,851 - mmaction - INFO - Epoch [18][800/1281] lr: 2.250e-03, eta: 1:17:14, time: 1.413, data_time: 0.003, memory: 10339, loss_action_cls: 0.0307, recall@thr=0.5: 0.7905, prec@thr=0.5: 0.8452, recall@top3: 0.8609, prec@top3: 0.6994, recall@top5: 0.9540, prec@top5: 0.4764, loss: 0.0307, grad_norm: 0.1229 2020-12-09 01:12:15,419 - mmaction - INFO - Epoch [18][820/1281] lr: 2.250e-03, eta: 1:16:44, time: 1.576, data_time: 0.119, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7890, prec@thr=0.5: 0.8482, recall@top3: 0.8645, prec@top3: 0.7067, recall@top5: 0.9556, prec@top5: 0.4806, loss: 0.0318, grad_norm: 0.1261 2020-12-09 01:12:45,074 - mmaction - INFO - Epoch [18][840/1281] lr: 2.250e-03, eta: 1:16:13, time: 1.484, data_time: 0.004, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7915, prec@thr=0.5: 0.8455, recall@top3: 0.8640, prec@top3: 0.7025, recall@top5: 0.9529, prec@top5: 0.4768, loss: 0.0313, grad_norm: 0.1260 2020-12-09 01:13:12,472 - mmaction - INFO - Epoch [18][860/1281] lr: 2.250e-03, eta: 1:15:42, time: 1.369, data_time: 0.003, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7875, prec@thr=0.5: 0.8442, recall@top3: 0.8592, prec@top3: 0.6978, recall@top5: 0.9554, prec@top5: 0.4769, loss: 0.0313, grad_norm: 0.1265 2020-12-09 01:13:42,708 - mmaction - INFO - Epoch [18][880/1281] lr: 2.250e-03, eta: 1:15:12, time: 1.514, data_time: 0.004, memory: 10339, loss_action_cls: 0.0324, recall@thr=0.5: 0.7820, prec@thr=0.5: 0.8393, recall@top3: 0.8591, prec@top3: 0.6996, recall@top5: 0.9524, prec@top5: 0.4766, loss: 0.0324, grad_norm: 0.1272 2020-12-09 01:14:11,786 - mmaction - INFO - Epoch [18][900/1281] lr: 2.250e-03, eta: 1:14:41, time: 1.450, data_time: 0.002, memory: 10339, loss_action_cls: 0.0317, recall@thr=0.5: 0.7843, prec@thr=0.5: 0.8443, recall@top3: 0.8580, prec@top3: 0.7005, recall@top5: 0.9574, prec@top5: 0.4808, loss: 0.0317, grad_norm: 0.1275 2020-12-09 01:14:40,310 - mmaction - INFO - Epoch [18][920/1281] lr: 2.250e-03, eta: 1:14:10, time: 1.427, data_time: 0.006, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7922, prec@thr=0.5: 0.8449, recall@top3: 0.8584, prec@top3: 0.7090, recall@top5: 0.9538, prec@top5: 0.4850, loss: 0.0319, grad_norm: 0.1282 2020-12-09 01:15:07,903 - mmaction - INFO - Epoch [18][940/1281] lr: 2.250e-03, eta: 1:13:39, time: 1.383, data_time: 0.004, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7880, prec@thr=0.5: 0.8431, recall@top3: 0.8560, prec@top3: 0.7037, recall@top5: 0.9517, prec@top5: 0.4806, loss: 0.0319, grad_norm: 0.1255 2020-12-09 01:15:37,036 - mmaction - INFO - Epoch [18][960/1281] lr: 2.250e-03, eta: 1:13:09, time: 1.455, data_time: 0.002, memory: 10339, loss_action_cls: 0.0322, recall@thr=0.5: 0.7877, prec@thr=0.5: 0.8432, recall@top3: 0.8591, prec@top3: 0.7009, recall@top5: 0.9513, prec@top5: 0.4768, loss: 0.0322, grad_norm: 0.1279 2020-12-09 01:16:08,532 - mmaction - INFO - Epoch [18][980/1281] lr: 2.250e-03, eta: 1:12:39, time: 1.576, data_time: 0.003, memory: 10339, loss_action_cls: 0.0321, recall@thr=0.5: 0.7849, prec@thr=0.5: 0.8432, recall@top3: 0.8551, prec@top3: 0.6972, recall@top5: 0.9508, prec@top5: 0.4766, loss: 0.0321, grad_norm: 0.1282 2020-12-09 01:16:37,058 - mmaction - INFO - Epoch [18][1000/1281] lr: 2.250e-03, eta: 1:12:08, time: 1.425, data_time: 0.002, memory: 10339, loss_action_cls: 0.0320, recall@thr=0.5: 0.7877, prec@thr=0.5: 0.8413, recall@top3: 0.8583, prec@top3: 0.6971, recall@top5: 0.9510, prec@top5: 0.4754, loss: 0.0320, grad_norm: 0.1291 2020-12-09 01:17:08,222 - mmaction - INFO - Epoch [18][1020/1281] lr: 2.250e-03, eta: 1:11:37, time: 1.561, data_time: 0.003, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7746, prec@thr=0.5: 0.8358, recall@top3: 0.8563, prec@top3: 0.6951, recall@top5: 0.9516, prec@top5: 0.4745, loss: 0.0318, grad_norm: 0.1297 2020-12-09 01:17:36,734 - mmaction - INFO - Epoch [18][1040/1281] lr: 2.250e-03, eta: 1:11:07, time: 1.423, data_time: 0.001, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7850, prec@thr=0.5: 0.8413, recall@top3: 0.8634, prec@top3: 0.6993, recall@top5: 0.9554, prec@top5: 0.4768, loss: 0.0313, grad_norm: 0.1293 2020-12-09 01:18:05,378 - mmaction - INFO - Epoch [18][1060/1281] lr: 2.250e-03, eta: 1:10:36, time: 1.435, data_time: 0.004, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7861, prec@thr=0.5: 0.8464, recall@top3: 0.8606, prec@top3: 0.7119, recall@top5: 0.9565, prec@top5: 0.4874, loss: 0.0316, grad_norm: 0.1289 2020-12-09 01:18:34,197 - mmaction - INFO - Epoch [18][1080/1281] lr: 2.250e-03, eta: 1:10:05, time: 1.439, data_time: 0.001, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7838, prec@thr=0.5: 0.8406, recall@top3: 0.8567, prec@top3: 0.6925, recall@top5: 0.9541, prec@top5: 0.4743, loss: 0.0319, grad_norm: 0.1272 2020-12-09 01:19:03,832 - mmaction - INFO - Epoch [18][1100/1281] lr: 2.250e-03, eta: 1:09:35, time: 1.484, data_time: 0.003, memory: 10339, loss_action_cls: 0.0311, recall@thr=0.5: 0.7897, prec@thr=0.5: 0.8448, recall@top3: 0.8598, prec@top3: 0.7021, recall@top5: 0.9552, prec@top5: 0.4799, loss: 0.0311, grad_norm: 0.1270 2020-12-09 01:19:34,458 - mmaction - INFO - Epoch [18][1120/1281] lr: 2.250e-03, eta: 1:09:05, time: 1.530, data_time: 0.001, memory: 10339, loss_action_cls: 0.0321, recall@thr=0.5: 0.7830, prec@thr=0.5: 0.8457, recall@top3: 0.8587, prec@top3: 0.7045, recall@top5: 0.9546, prec@top5: 0.4824, loss: 0.0321, grad_norm: 0.1270 2020-12-09 01:20:04,032 - mmaction - INFO - Epoch [18][1140/1281] lr: 2.250e-03, eta: 1:08:34, time: 1.477, data_time: 0.002, memory: 10339, loss_action_cls: 0.0317, recall@thr=0.5: 0.7917, prec@thr=0.5: 0.8392, recall@top3: 0.8580, prec@top3: 0.6966, recall@top5: 0.9563, prec@top5: 0.4788, loss: 0.0317, grad_norm: 0.1305 2020-12-09 01:20:32,098 - mmaction - INFO - Epoch [18][1160/1281] lr: 2.250e-03, eta: 1:08:03, time: 1.407, data_time: 0.004, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7932, prec@thr=0.5: 0.8475, recall@top3: 0.8669, prec@top3: 0.7024, recall@top5: 0.9572, prec@top5: 0.4764, loss: 0.0313, grad_norm: 0.1241 2020-12-09 01:21:03,663 - mmaction - INFO - Epoch [18][1180/1281] lr: 2.250e-03, eta: 1:07:33, time: 1.577, data_time: 0.001, memory: 10339, loss_action_cls: 0.0310, recall@thr=0.5: 0.7910, prec@thr=0.5: 0.8375, recall@top3: 0.8608, prec@top3: 0.6938, recall@top5: 0.9548, prec@top5: 0.4730, loss: 0.0310, grad_norm: 0.1267 2020-12-09 01:21:34,154 - mmaction - INFO - Epoch [18][1200/1281] lr: 2.250e-03, eta: 1:07:02, time: 1.519, data_time: 0.002, memory: 10339, loss_action_cls: 0.0320, recall@thr=0.5: 0.7751, prec@thr=0.5: 0.8454, recall@top3: 0.8566, prec@top3: 0.6970, recall@top5: 0.9525, prec@top5: 0.4765, loss: 0.0320, grad_norm: 0.1305 2020-12-09 01:22:02,363 - mmaction - INFO - Epoch [18][1220/1281] lr: 2.250e-03, eta: 1:06:32, time: 1.416, data_time: 0.007, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7844, prec@thr=0.5: 0.8391, recall@top3: 0.8585, prec@top3: 0.7011, recall@top5: 0.9543, prec@top5: 0.4794, loss: 0.0319, grad_norm: 0.1261 2020-12-09 01:22:35,075 - mmaction - INFO - Epoch [18][1240/1281] lr: 2.250e-03, eta: 1:06:02, time: 1.635, data_time: 0.002, memory: 10339, loss_action_cls: 0.0325, recall@thr=0.5: 0.7787, prec@thr=0.5: 0.8336, recall@top3: 0.8582, prec@top3: 0.6878, recall@top5: 0.9530, prec@top5: 0.4697, loss: 0.0325, grad_norm: 0.1293 2020-12-09 01:23:04,407 - mmaction - INFO - Epoch [18][1260/1281] lr: 2.250e-03, eta: 1:05:31, time: 1.466, data_time: 0.002, memory: 10339, loss_action_cls: 0.0310, recall@thr=0.5: 0.7867, prec@thr=0.5: 0.8494, recall@top3: 0.8634, prec@top3: 0.7037, recall@top5: 0.9566, prec@top5: 0.4792, loss: 0.0310, grad_norm: 0.1289 2020-12-09 01:23:32,791 - mmaction - INFO - Epoch [18][1280/1281] lr: 2.250e-03, eta: 1:05:00, time: 1.421, data_time: 0.003, memory: 10339, loss_action_cls: 0.0320, recall@thr=0.5: 0.7828, prec@thr=0.5: 0.8407, recall@top3: 0.8605, prec@top3: 0.7004, recall@top5: 0.9539, prec@top5: 0.4770, loss: 0.0320, grad_norm: 0.1274 2020-12-09 01:23:36,116 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-12-09 01:32:34,440 - mmaction - INFO - Evaluating proposal ... 2020-12-09 01:33:41,522 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-09 01:33:41,523 - mmaction - INFO - Evaluating bbox ... 2020-12-09 01:41:27,196 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2423 2020-12-09 01:41:28,409 - mmaction - INFO - Epoch(val) [18][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2423 2020-12-09 01:42:44,214 - mmaction - INFO - Epoch [19][20/1281] lr: 2.250e-03, eta: 1:04:33, time: 3.789, data_time: 2.670, memory: 10339, loss_action_cls: 0.0323, recall@thr=0.5: 0.7808, prec@thr=0.5: 0.8364, recall@top3: 0.8515, prec@top3: 0.7084, recall@top5: 0.9503, prec@top5: 0.4856, loss: 0.0323, grad_norm: 0.1286 2020-12-09 01:43:16,447 - mmaction - INFO - Epoch [19][40/1281] lr: 2.250e-03, eta: 1:04:03, time: 1.610, data_time: 0.150, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7863, prec@thr=0.5: 0.8457, recall@top3: 0.8623, prec@top3: 0.7120, recall@top5: 0.9549, prec@top5: 0.4852, loss: 0.0316, grad_norm: 0.1276 2020-12-09 01:43:48,867 - mmaction - INFO - Epoch [19][60/1281] lr: 2.250e-03, eta: 1:03:33, time: 1.621, data_time: 0.145, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7877, prec@thr=0.5: 0.8401, recall@top3: 0.8627, prec@top3: 0.6961, recall@top5: 0.9543, prec@top5: 0.4733, loss: 0.0316, grad_norm: 0.1288 2020-12-09 01:44:17,523 - mmaction - INFO - Epoch [19][80/1281] lr: 2.250e-03, eta: 1:03:02, time: 1.434, data_time: 0.068, memory: 10339, loss_action_cls: 0.0312, recall@thr=0.5: 0.7927, prec@thr=0.5: 0.8454, recall@top3: 0.8644, prec@top3: 0.7003, recall@top5: 0.9543, prec@top5: 0.4758, loss: 0.0312, grad_norm: 0.1269 2020-12-09 01:44:46,812 - mmaction - INFO - Epoch [19][100/1281] lr: 2.250e-03, eta: 1:02:31, time: 1.462, data_time: 0.179, memory: 10339, loss_action_cls: 0.0325, recall@thr=0.5: 0.7804, prec@thr=0.5: 0.8392, recall@top3: 0.8537, prec@top3: 0.6933, recall@top5: 0.9482, prec@top5: 0.4747, loss: 0.0325, grad_norm: 0.1272 2020-12-09 01:45:14,694 - mmaction - INFO - Epoch [19][120/1281] lr: 2.250e-03, eta: 1:02:01, time: 1.397, data_time: 0.004, memory: 10339, loss_action_cls: 0.0320, recall@thr=0.5: 0.7810, prec@thr=0.5: 0.8373, recall@top3: 0.8577, prec@top3: 0.6978, recall@top5: 0.9533, prec@top5: 0.4769, loss: 0.0320, grad_norm: 0.1252 2020-12-09 01:45:47,588 - mmaction - INFO - Epoch [19][140/1281] lr: 2.250e-03, eta: 1:01:30, time: 1.644, data_time: 0.001, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7885, prec@thr=0.5: 0.8473, recall@top3: 0.8552, prec@top3: 0.7042, recall@top5: 0.9522, prec@top5: 0.4825, loss: 0.0316, grad_norm: 0.1256 2020-12-09 01:46:15,791 - mmaction - INFO - Epoch [19][160/1281] lr: 2.250e-03, eta: 1:01:00, time: 1.411, data_time: 0.002, memory: 10339, loss_action_cls: 0.0321, recall@thr=0.5: 0.7844, prec@thr=0.5: 0.8408, recall@top3: 0.8592, prec@top3: 0.7028, recall@top5: 0.9517, prec@top5: 0.4783, loss: 0.0321, grad_norm: 0.1293 2020-12-09 01:46:45,641 - mmaction - INFO - Epoch [19][180/1281] lr: 2.250e-03, eta: 1:00:29, time: 1.492, data_time: 0.002, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7864, prec@thr=0.5: 0.8437, recall@top3: 0.8619, prec@top3: 0.7056, recall@top5: 0.9549, prec@top5: 0.4819, loss: 0.0313, grad_norm: 0.1327 2020-12-09 01:47:16,731 - mmaction - INFO - Epoch [19][200/1281] lr: 2.250e-03, eta: 0:59:59, time: 1.554, data_time: 0.001, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7918, prec@thr=0.5: 0.8403, recall@top3: 0.8615, prec@top3: 0.7057, recall@top5: 0.9556, prec@top5: 0.4806, loss: 0.0319, grad_norm: 0.1254 2020-12-09 01:47:44,876 - mmaction - INFO - Epoch [19][220/1281] lr: 2.250e-03, eta: 0:59:28, time: 1.407, data_time: 0.062, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7819, prec@thr=0.5: 0.8430, recall@top3: 0.8611, prec@top3: 0.7014, recall@top5: 0.9556, prec@top5: 0.4791, loss: 0.0313, grad_norm: 0.1276 2020-12-09 01:48:14,910 - mmaction - INFO - Epoch [19][240/1281] lr: 2.250e-03, eta: 0:58:58, time: 1.502, data_time: 0.015, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7851, prec@thr=0.5: 0.8364, recall@top3: 0.8579, prec@top3: 0.6959, recall@top5: 0.9557, prec@top5: 0.4774, loss: 0.0319, grad_norm: 0.1301 2020-12-09 01:48:45,995 - mmaction - INFO - Epoch [19][260/1281] lr: 2.250e-03, eta: 0:58:27, time: 1.553, data_time: 0.040, memory: 10339, loss_action_cls: 0.0310, recall@thr=0.5: 0.7868, prec@thr=0.5: 0.8442, recall@top3: 0.8572, prec@top3: 0.7085, recall@top5: 0.9555, prec@top5: 0.4852, loss: 0.0310, grad_norm: 0.1258 2020-12-09 01:49:14,719 - mmaction - INFO - Epoch [19][280/1281] lr: 2.250e-03, eta: 0:57:56, time: 1.438, data_time: 0.003, memory: 10339, loss_action_cls: 0.0317, recall@thr=0.5: 0.7813, prec@thr=0.5: 0.8310, recall@top3: 0.8572, prec@top3: 0.6870, recall@top5: 0.9551, prec@top5: 0.4704, loss: 0.0317, grad_norm: 0.1281 2020-12-09 01:49:45,096 - mmaction - INFO - Epoch [19][300/1281] lr: 2.250e-03, eta: 0:57:26, time: 1.517, data_time: 0.001, memory: 10339, loss_action_cls: 0.0322, recall@thr=0.5: 0.7879, prec@thr=0.5: 0.8469, recall@top3: 0.8616, prec@top3: 0.7044, recall@top5: 0.9545, prec@top5: 0.4800, loss: 0.0322, grad_norm: 0.1245 2020-12-09 01:50:14,358 - mmaction - INFO - Epoch [19][320/1281] lr: 2.250e-03, eta: 0:56:55, time: 1.465, data_time: 0.136, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7867, prec@thr=0.5: 0.8401, recall@top3: 0.8583, prec@top3: 0.6988, recall@top5: 0.9548, prec@top5: 0.4778, loss: 0.0319, grad_norm: 0.1251 2020-12-09 01:50:43,812 - mmaction - INFO - Epoch [19][340/1281] lr: 2.250e-03, eta: 0:56:25, time: 1.470, data_time: 0.050, memory: 10339, loss_action_cls: 0.0327, recall@thr=0.5: 0.7806, prec@thr=0.5: 0.8338, recall@top3: 0.8553, prec@top3: 0.6944, recall@top5: 0.9525, prec@top5: 0.4746, loss: 0.0327, grad_norm: 0.1291 2020-12-09 01:51:14,357 - mmaction - INFO - Epoch [19][360/1281] lr: 2.250e-03, eta: 0:55:54, time: 1.530, data_time: 0.004, memory: 10339, loss_action_cls: 0.0312, recall@thr=0.5: 0.7840, prec@thr=0.5: 0.8456, recall@top3: 0.8576, prec@top3: 0.6995, recall@top5: 0.9568, prec@top5: 0.4795, loss: 0.0312, grad_norm: 0.1280 2020-12-09 01:51:43,436 - mmaction - INFO - Epoch [19][380/1281] lr: 2.250e-03, eta: 0:55:24, time: 1.454, data_time: 0.094, memory: 10339, loss_action_cls: 0.0321, recall@thr=0.5: 0.7818, prec@thr=0.5: 0.8401, recall@top3: 0.8566, prec@top3: 0.6961, recall@top5: 0.9545, prec@top5: 0.4773, loss: 0.0321, grad_norm: 0.1282 2020-12-09 01:52:15,583 - mmaction - INFO - Epoch [19][400/1281] lr: 2.250e-03, eta: 0:54:53, time: 1.606, data_time: 0.030, memory: 10339, loss_action_cls: 0.0306, recall@thr=0.5: 0.7990, prec@thr=0.5: 0.8493, recall@top3: 0.8631, prec@top3: 0.7053, recall@top5: 0.9566, prec@top5: 0.4809, loss: 0.0306, grad_norm: 0.1251 2020-12-09 01:52:43,099 - mmaction - INFO - Epoch [19][420/1281] lr: 2.250e-03, eta: 0:54:23, time: 1.376, data_time: 0.196, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7829, prec@thr=0.5: 0.8402, recall@top3: 0.8585, prec@top3: 0.6939, recall@top5: 0.9566, prec@top5: 0.4750, loss: 0.0319, grad_norm: 0.1276 2020-12-09 01:53:10,083 - mmaction - INFO - Epoch [19][440/1281] lr: 2.250e-03, eta: 0:53:52, time: 1.349, data_time: 0.084, memory: 10339, loss_action_cls: 0.0315, recall@thr=0.5: 0.7859, prec@thr=0.5: 0.8406, recall@top3: 0.8565, prec@top3: 0.6941, recall@top5: 0.9522, prec@top5: 0.4750, loss: 0.0315, grad_norm: 0.1271 2020-12-09 01:53:40,056 - mmaction - INFO - Epoch [19][460/1281] lr: 2.250e-03, eta: 0:53:21, time: 1.497, data_time: 0.008, memory: 10339, loss_action_cls: 0.0320, recall@thr=0.5: 0.7853, prec@thr=0.5: 0.8443, recall@top3: 0.8616, prec@top3: 0.6970, recall@top5: 0.9523, prec@top5: 0.4737, loss: 0.0320, grad_norm: 0.1278 2020-12-09 01:54:10,672 - mmaction - INFO - Epoch [19][480/1281] lr: 2.250e-03, eta: 0:52:51, time: 1.531, data_time: 0.004, memory: 10339, loss_action_cls: 0.0311, recall@thr=0.5: 0.7872, prec@thr=0.5: 0.8491, recall@top3: 0.8624, prec@top3: 0.7074, recall@top5: 0.9573, prec@top5: 0.4833, loss: 0.0311, grad_norm: 0.1271 2020-12-09 01:54:39,084 - mmaction - INFO - Epoch [19][500/1281] lr: 2.250e-03, eta: 0:52:20, time: 1.421, data_time: 0.004, memory: 10339, loss_action_cls: 0.0308, recall@thr=0.5: 0.7958, prec@thr=0.5: 0.8518, recall@top3: 0.8655, prec@top3: 0.7061, recall@top5: 0.9580, prec@top5: 0.4807, loss: 0.0308, grad_norm: 0.1240 2020-12-09 01:55:09,866 - mmaction - INFO - Epoch [19][520/1281] lr: 2.250e-03, eta: 0:51:50, time: 1.542, data_time: 0.004, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7796, prec@thr=0.5: 0.8388, recall@top3: 0.8571, prec@top3: 0.6966, recall@top5: 0.9526, prec@top5: 0.4764, loss: 0.0318, grad_norm: 0.1275 2020-12-09 01:55:39,039 - mmaction - INFO - Epoch [19][540/1281] lr: 2.250e-03, eta: 0:51:19, time: 1.459, data_time: 0.001, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7910, prec@thr=0.5: 0.8518, recall@top3: 0.8548, prec@top3: 0.7156, recall@top5: 0.9531, prec@top5: 0.4911, loss: 0.0318, grad_norm: 0.1269 2020-12-09 01:56:07,310 - mmaction - INFO - Epoch [19][560/1281] lr: 2.250e-03, eta: 0:50:49, time: 1.413, data_time: 0.001, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7920, prec@thr=0.5: 0.8433, recall@top3: 0.8601, prec@top3: 0.7070, recall@top5: 0.9572, prec@top5: 0.4839, loss: 0.0318, grad_norm: 0.1254 2020-12-09 01:56:36,398 - mmaction - INFO - Epoch [19][580/1281] lr: 2.250e-03, eta: 0:50:18, time: 1.454, data_time: 0.002, memory: 10339, loss_action_cls: 0.0322, recall@thr=0.5: 0.7893, prec@thr=0.5: 0.8386, recall@top3: 0.8565, prec@top3: 0.7036, recall@top5: 0.9544, prec@top5: 0.4805, loss: 0.0322, grad_norm: 0.1260 2020-12-09 01:57:06,672 - mmaction - INFO - Epoch [19][600/1281] lr: 2.250e-03, eta: 0:49:48, time: 1.513, data_time: 0.002, memory: 10339, loss_action_cls: 0.0308, recall@thr=0.5: 0.7907, prec@thr=0.5: 0.8471, recall@top3: 0.8643, prec@top3: 0.7001, recall@top5: 0.9576, prec@top5: 0.4768, loss: 0.0308, grad_norm: 0.1264 2020-12-09 01:57:36,110 - mmaction - INFO - Epoch [19][620/1281] lr: 2.250e-03, eta: 0:49:17, time: 1.472, data_time: 0.003, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7860, prec@thr=0.5: 0.8457, recall@top3: 0.8618, prec@top3: 0.7043, recall@top5: 0.9563, prec@top5: 0.4810, loss: 0.0316, grad_norm: 0.1278 2020-12-09 01:58:06,915 - mmaction - INFO - Epoch [19][640/1281] lr: 2.250e-03, eta: 0:48:47, time: 1.540, data_time: 0.003, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7821, prec@thr=0.5: 0.8406, recall@top3: 0.8594, prec@top3: 0.6996, recall@top5: 0.9559, prec@top5: 0.4787, loss: 0.0316, grad_norm: 0.1289 2020-12-09 01:58:37,207 - mmaction - INFO - Epoch [19][660/1281] lr: 2.250e-03, eta: 0:48:16, time: 1.514, data_time: 0.046, memory: 10339, loss_action_cls: 0.0311, recall@thr=0.5: 0.7868, prec@thr=0.5: 0.8447, recall@top3: 0.8595, prec@top3: 0.7054, recall@top5: 0.9569, prec@top5: 0.4829, loss: 0.0311, grad_norm: 0.1270 2020-12-09 01:59:06,301 - mmaction - INFO - Epoch [19][680/1281] lr: 2.250e-03, eta: 0:47:46, time: 1.457, data_time: 0.099, memory: 10339, loss_action_cls: 0.0315, recall@thr=0.5: 0.7858, prec@thr=0.5: 0.8427, recall@top3: 0.8584, prec@top3: 0.6999, recall@top5: 0.9535, prec@top5: 0.4782, loss: 0.0315, grad_norm: 0.1324 2020-12-09 01:59:35,138 - mmaction - INFO - Epoch [19][700/1281] lr: 2.250e-03, eta: 0:47:15, time: 1.439, data_time: 0.001, memory: 10339, loss_action_cls: 0.0315, recall@thr=0.5: 0.7929, prec@thr=0.5: 0.8391, recall@top3: 0.8612, prec@top3: 0.6929, recall@top5: 0.9529, prec@top5: 0.4723, loss: 0.0315, grad_norm: 0.1264 2020-12-09 02:00:03,970 - mmaction - INFO - Epoch [19][720/1281] lr: 2.250e-03, eta: 0:46:44, time: 1.444, data_time: 0.004, memory: 10339, loss_action_cls: 0.0310, recall@thr=0.5: 0.7888, prec@thr=0.5: 0.8466, recall@top3: 0.8637, prec@top3: 0.6972, recall@top5: 0.9565, prec@top5: 0.4744, loss: 0.0310, grad_norm: 0.1267 2020-12-09 02:00:33,880 - mmaction - INFO - Epoch [19][740/1281] lr: 2.250e-03, eta: 0:46:14, time: 1.493, data_time: 0.001, memory: 10339, loss_action_cls: 0.0310, recall@thr=0.5: 0.7892, prec@thr=0.5: 0.8471, recall@top3: 0.8647, prec@top3: 0.7067, recall@top5: 0.9562, prec@top5: 0.4807, loss: 0.0310, grad_norm: 0.1250 2020-12-09 02:01:05,639 - mmaction - INFO - Epoch [19][760/1281] lr: 2.250e-03, eta: 0:45:44, time: 1.590, data_time: 0.004, memory: 10339, loss_action_cls: 0.0317, recall@thr=0.5: 0.7918, prec@thr=0.5: 0.8468, recall@top3: 0.8606, prec@top3: 0.7047, recall@top5: 0.9519, prec@top5: 0.4797, loss: 0.0317, grad_norm: 0.1261 2020-12-09 02:01:33,688 - mmaction - INFO - Epoch [19][780/1281] lr: 2.250e-03, eta: 0:45:13, time: 1.400, data_time: 0.002, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7880, prec@thr=0.5: 0.8486, recall@top3: 0.8621, prec@top3: 0.7054, recall@top5: 0.9538, prec@top5: 0.4809, loss: 0.0313, grad_norm: 0.1311 2020-12-09 02:02:03,924 - mmaction - INFO - Epoch [19][800/1281] lr: 2.250e-03, eta: 0:44:42, time: 1.514, data_time: 0.004, memory: 10339, loss_action_cls: 0.0312, recall@thr=0.5: 0.7873, prec@thr=0.5: 0.8433, recall@top3: 0.8596, prec@top3: 0.7007, recall@top5: 0.9548, prec@top5: 0.4786, loss: 0.0312, grad_norm: 0.1297 2020-12-09 02:02:31,856 - mmaction - INFO - Epoch [19][820/1281] lr: 2.250e-03, eta: 0:44:12, time: 1.396, data_time: 0.002, memory: 10339, loss_action_cls: 0.0317, recall@thr=0.5: 0.7845, prec@thr=0.5: 0.8478, recall@top3: 0.8550, prec@top3: 0.7078, recall@top5: 0.9498, prec@top5: 0.4843, loss: 0.0317, grad_norm: 0.1265 2020-12-09 02:03:01,509 - mmaction - INFO - Epoch [19][840/1281] lr: 2.250e-03, eta: 0:43:41, time: 1.484, data_time: 0.002, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7814, prec@thr=0.5: 0.8382, recall@top3: 0.8589, prec@top3: 0.6990, recall@top5: 0.9556, prec@top5: 0.4789, loss: 0.0318, grad_norm: 0.1311 2020-12-09 02:03:32,245 - mmaction - INFO - Epoch [19][860/1281] lr: 2.250e-03, eta: 0:43:11, time: 1.537, data_time: 0.001, memory: 10339, loss_action_cls: 0.0311, recall@thr=0.5: 0.7905, prec@thr=0.5: 0.8466, recall@top3: 0.8628, prec@top3: 0.7027, recall@top5: 0.9548, prec@top5: 0.4775, loss: 0.0311, grad_norm: 0.1273 2020-12-09 02:03:59,821 - mmaction - INFO - Epoch [19][880/1281] lr: 2.250e-03, eta: 0:42:40, time: 1.376, data_time: 0.001, memory: 10339, loss_action_cls: 0.0309, recall@thr=0.5: 0.7966, prec@thr=0.5: 0.8476, recall@top3: 0.8632, prec@top3: 0.7029, recall@top5: 0.9571, prec@top5: 0.4800, loss: 0.0309, grad_norm: 0.1281 2020-12-09 02:04:28,883 - mmaction - INFO - Epoch [19][900/1281] lr: 2.250e-03, eta: 0:42:10, time: 1.454, data_time: 0.003, memory: 10339, loss_action_cls: 0.0311, recall@thr=0.5: 0.7903, prec@thr=0.5: 0.8436, recall@top3: 0.8608, prec@top3: 0.7009, recall@top5: 0.9545, prec@top5: 0.4779, loss: 0.0311, grad_norm: 0.1259 2020-12-09 02:04:57,208 - mmaction - INFO - Epoch [19][920/1281] lr: 2.250e-03, eta: 0:41:39, time: 1.417, data_time: 0.002, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7902, prec@thr=0.5: 0.8484, recall@top3: 0.8564, prec@top3: 0.6992, recall@top5: 0.9563, prec@top5: 0.4803, loss: 0.0316, grad_norm: 0.1271 2020-12-09 02:05:26,994 - mmaction - INFO - Epoch [19][940/1281] lr: 2.250e-03, eta: 0:41:09, time: 1.489, data_time: 0.002, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7844, prec@thr=0.5: 0.8410, recall@top3: 0.8596, prec@top3: 0.7021, recall@top5: 0.9542, prec@top5: 0.4785, loss: 0.0318, grad_norm: 0.1276 2020-12-09 02:05:56,014 - mmaction - INFO - Epoch [19][960/1281] lr: 2.250e-03, eta: 0:40:38, time: 1.450, data_time: 0.001, memory: 10339, loss_action_cls: 0.0307, recall@thr=0.5: 0.7907, prec@thr=0.5: 0.8478, recall@top3: 0.8664, prec@top3: 0.7093, recall@top5: 0.9577, prec@top5: 0.4823, loss: 0.0307, grad_norm: 0.1267 2020-12-09 02:06:26,433 - mmaction - INFO - Epoch [19][980/1281] lr: 2.250e-03, eta: 0:40:08, time: 1.521, data_time: 0.002, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7847, prec@thr=0.5: 0.8415, recall@top3: 0.8617, prec@top3: 0.7006, recall@top5: 0.9532, prec@top5: 0.4764, loss: 0.0318, grad_norm: 0.1289 2020-12-09 02:06:53,852 - mmaction - INFO - Epoch [19][1000/1281] lr: 2.250e-03, eta: 0:39:37, time: 1.369, data_time: 0.002, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7919, prec@thr=0.5: 0.8427, recall@top3: 0.8607, prec@top3: 0.6999, recall@top5: 0.9522, prec@top5: 0.4757, loss: 0.0316, grad_norm: 0.1248 2020-12-09 02:07:22,966 - mmaction - INFO - Epoch [19][1020/1281] lr: 2.250e-03, eta: 0:39:06, time: 1.457, data_time: 0.003, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7881, prec@thr=0.5: 0.8504, recall@top3: 0.8567, prec@top3: 0.7023, recall@top5: 0.9517, prec@top5: 0.4792, loss: 0.0319, grad_norm: 0.1275 2020-12-09 02:07:51,808 - mmaction - INFO - Epoch [19][1040/1281] lr: 2.250e-03, eta: 0:38:36, time: 1.440, data_time: 0.002, memory: 10339, loss_action_cls: 0.0308, recall@thr=0.5: 0.7891, prec@thr=0.5: 0.8493, recall@top3: 0.8652, prec@top3: 0.7093, recall@top5: 0.9573, prec@top5: 0.4820, loss: 0.0308, grad_norm: 0.1268 2020-12-09 02:08:22,079 - mmaction - INFO - Epoch [19][1060/1281] lr: 2.250e-03, eta: 0:38:05, time: 1.516, data_time: 0.004, memory: 10339, loss_action_cls: 0.0317, recall@thr=0.5: 0.7865, prec@thr=0.5: 0.8399, recall@top3: 0.8617, prec@top3: 0.6932, recall@top5: 0.9549, prec@top5: 0.4725, loss: 0.0317, grad_norm: 0.1258 2020-12-09 02:08:53,516 - mmaction - INFO - Epoch [19][1080/1281] lr: 2.250e-03, eta: 0:37:35, time: 1.571, data_time: 0.062, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7823, prec@thr=0.5: 0.8421, recall@top3: 0.8575, prec@top3: 0.7007, recall@top5: 0.9528, prec@top5: 0.4780, loss: 0.0316, grad_norm: 0.1284 2020-12-09 02:09:20,386 - mmaction - INFO - Epoch [19][1100/1281] lr: 2.250e-03, eta: 0:37:04, time: 1.345, data_time: 0.030, memory: 10339, loss_action_cls: 0.0314, recall@thr=0.5: 0.7854, prec@thr=0.5: 0.8434, recall@top3: 0.8624, prec@top3: 0.6985, recall@top5: 0.9553, prec@top5: 0.4759, loss: 0.0314, grad_norm: 0.1267 2020-12-09 02:09:51,315 - mmaction - INFO - Epoch [19][1120/1281] lr: 2.250e-03, eta: 0:36:34, time: 1.544, data_time: 0.168, memory: 10339, loss_action_cls: 0.0321, recall@thr=0.5: 0.7811, prec@thr=0.5: 0.8396, recall@top3: 0.8569, prec@top3: 0.6908, recall@top5: 0.9532, prec@top5: 0.4722, loss: 0.0321, grad_norm: 0.1293 2020-12-09 02:10:18,964 - mmaction - INFO - Epoch [19][1140/1281] lr: 2.250e-03, eta: 0:36:03, time: 1.384, data_time: 0.003, memory: 10339, loss_action_cls: 0.0307, recall@thr=0.5: 0.7921, prec@thr=0.5: 0.8473, recall@top3: 0.8621, prec@top3: 0.7046, recall@top5: 0.9561, prec@top5: 0.4802, loss: 0.0307, grad_norm: 0.1260 2020-12-09 02:10:51,058 - mmaction - INFO - Epoch [19][1160/1281] lr: 2.250e-03, eta: 0:35:33, time: 1.603, data_time: 0.002, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7865, prec@thr=0.5: 0.8422, recall@top3: 0.8595, prec@top3: 0.7033, recall@top5: 0.9551, prec@top5: 0.4806, loss: 0.0318, grad_norm: 0.1313 2020-12-09 02:11:18,543 - mmaction - INFO - Epoch [19][1180/1281] lr: 2.250e-03, eta: 0:35:02, time: 1.377, data_time: 0.004, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7855, prec@thr=0.5: 0.8381, recall@top3: 0.8592, prec@top3: 0.7057, recall@top5: 0.9551, prec@top5: 0.4816, loss: 0.0316, grad_norm: 0.1256 2020-12-09 02:11:48,777 - mmaction - INFO - Epoch [19][1200/1281] lr: 2.250e-03, eta: 0:34:32, time: 1.512, data_time: 0.001, memory: 10339, loss_action_cls: 0.0315, recall@thr=0.5: 0.7931, prec@thr=0.5: 0.8459, recall@top3: 0.8624, prec@top3: 0.7053, recall@top5: 0.9558, prec@top5: 0.4807, loss: 0.0315, grad_norm: 0.1244 2020-12-09 02:12:18,739 - mmaction - INFO - Epoch [19][1220/1281] lr: 2.250e-03, eta: 0:34:02, time: 1.498, data_time: 0.002, memory: 10339, loss_action_cls: 0.0312, recall@thr=0.5: 0.7880, prec@thr=0.5: 0.8491, recall@top3: 0.8616, prec@top3: 0.6981, recall@top5: 0.9555, prec@top5: 0.4757, loss: 0.0312, grad_norm: 0.1275 2020-12-09 02:12:46,890 - mmaction - INFO - Epoch [19][1240/1281] lr: 2.250e-03, eta: 0:33:31, time: 1.406, data_time: 0.002, memory: 10339, loss_action_cls: 0.0312, recall@thr=0.5: 0.7833, prec@thr=0.5: 0.8469, recall@top3: 0.8572, prec@top3: 0.6949, recall@top5: 0.9525, prec@top5: 0.4743, loss: 0.0312, grad_norm: 0.1294 2020-12-09 02:13:18,204 - mmaction - INFO - Epoch [19][1260/1281] lr: 2.250e-03, eta: 0:33:01, time: 1.564, data_time: 0.003, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7814, prec@thr=0.5: 0.8362, recall@top3: 0.8584, prec@top3: 0.6996, recall@top5: 0.9516, prec@top5: 0.4771, loss: 0.0316, grad_norm: 0.1310 2020-12-09 02:13:44,716 - mmaction - INFO - Epoch [19][1280/1281] lr: 2.250e-03, eta: 0:32:30, time: 1.329, data_time: 0.005, memory: 10339, loss_action_cls: 0.0320, recall@thr=0.5: 0.7854, prec@thr=0.5: 0.8345, recall@top3: 0.8575, prec@top3: 0.6960, recall@top5: 0.9505, prec@top5: 0.4741, loss: 0.0320, grad_norm: 0.1308 2020-12-09 02:13:48,368 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-12-09 02:22:51,038 - mmaction - INFO - Evaluating proposal ... 2020-12-09 02:23:59,929 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-09 02:23:59,930 - mmaction - INFO - Evaluating bbox ... 2020-12-09 02:31:44,791 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2419 2020-12-09 02:31:46,009 - mmaction - INFO - Epoch(val) [19][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2419 2020-12-09 02:33:02,721 - mmaction - INFO - Epoch [20][20/1281] lr: 2.250e-03, eta: 0:32:00, time: 3.834, data_time: 2.705, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7825, prec@thr=0.5: 0.8372, recall@top3: 0.8551, prec@top3: 0.6978, recall@top5: 0.9546, prec@top5: 0.4798, loss: 0.0316, grad_norm: 0.1309 2020-12-09 02:33:36,004 - mmaction - INFO - Epoch [20][40/1281] lr: 2.250e-03, eta: 0:31:30, time: 1.662, data_time: 0.282, memory: 10339, loss_action_cls: 0.0309, recall@thr=0.5: 0.7920, prec@thr=0.5: 0.8472, recall@top3: 0.8631, prec@top3: 0.6984, recall@top5: 0.9572, prec@top5: 0.4761, loss: 0.0309, grad_norm: 0.1285 2020-12-09 02:34:04,396 - mmaction - INFO - Epoch [20][60/1281] lr: 2.250e-03, eta: 0:30:59, time: 1.421, data_time: 0.004, memory: 10339, loss_action_cls: 0.0321, recall@thr=0.5: 0.7828, prec@thr=0.5: 0.8408, recall@top3: 0.8627, prec@top3: 0.6949, recall@top5: 0.9564, prec@top5: 0.4741, loss: 0.0321, grad_norm: 0.1278 2020-12-09 02:34:37,606 - mmaction - INFO - Epoch [20][80/1281] lr: 2.250e-03, eta: 0:30:29, time: 1.659, data_time: 0.004, memory: 10339, loss_action_cls: 0.0314, recall@thr=0.5: 0.7901, prec@thr=0.5: 0.8471, recall@top3: 0.8600, prec@top3: 0.7034, recall@top5: 0.9554, prec@top5: 0.4810, loss: 0.0314, grad_norm: 0.1260 2020-12-09 02:35:04,253 - mmaction - INFO - Epoch [20][100/1281] lr: 2.250e-03, eta: 0:29:58, time: 1.335, data_time: 0.004, memory: 10339, loss_action_cls: 0.0301, recall@thr=0.5: 0.7920, prec@thr=0.5: 0.8479, recall@top3: 0.8660, prec@top3: 0.6984, recall@top5: 0.9594, prec@top5: 0.4748, loss: 0.0301, grad_norm: 0.1254 2020-12-09 02:35:34,614 - mmaction - INFO - Epoch [20][120/1281] lr: 2.250e-03, eta: 0:29:28, time: 1.518, data_time: 0.001, memory: 10339, loss_action_cls: 0.0315, recall@thr=0.5: 0.7831, prec@thr=0.5: 0.8447, recall@top3: 0.8586, prec@top3: 0.6940, recall@top5: 0.9527, prec@top5: 0.4743, loss: 0.0315, grad_norm: 0.1341 2020-12-09 02:36:04,889 - mmaction - INFO - Epoch [20][140/1281] lr: 2.250e-03, eta: 0:28:58, time: 1.512, data_time: 0.002, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7836, prec@thr=0.5: 0.8464, recall@top3: 0.8579, prec@top3: 0.7028, recall@top5: 0.9538, prec@top5: 0.4808, loss: 0.0313, grad_norm: 0.1248 2020-12-09 02:36:36,146 - mmaction - INFO - Epoch [20][160/1281] lr: 2.250e-03, eta: 0:28:27, time: 1.566, data_time: 0.004, memory: 10339, loss_action_cls: 0.0309, recall@thr=0.5: 0.7867, prec@thr=0.5: 0.8442, recall@top3: 0.8610, prec@top3: 0.7078, recall@top5: 0.9540, prec@top5: 0.4817, loss: 0.0309, grad_norm: 0.1281 2020-12-09 02:37:03,786 - mmaction - INFO - Epoch [20][180/1281] lr: 2.250e-03, eta: 0:27:57, time: 1.380, data_time: 0.035, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7872, prec@thr=0.5: 0.8427, recall@top3: 0.8584, prec@top3: 0.6967, recall@top5: 0.9509, prec@top5: 0.4733, loss: 0.0318, grad_norm: 0.1270 2020-12-09 02:37:34,469 - mmaction - INFO - Epoch [20][200/1281] lr: 2.250e-03, eta: 0:27:26, time: 1.534, data_time: 0.043, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7855, prec@thr=0.5: 0.8437, recall@top3: 0.8605, prec@top3: 0.7009, recall@top5: 0.9550, prec@top5: 0.4778, loss: 0.0316, grad_norm: 0.1297 2020-12-09 02:38:04,673 - mmaction - INFO - Epoch [20][220/1281] lr: 2.250e-03, eta: 0:26:56, time: 1.511, data_time: 0.003, memory: 10339, loss_action_cls: 0.0321, recall@thr=0.5: 0.7835, prec@thr=0.5: 0.8418, recall@top3: 0.8595, prec@top3: 0.6976, recall@top5: 0.9522, prec@top5: 0.4751, loss: 0.0321, grad_norm: 0.1318 2020-12-09 02:38:34,940 - mmaction - INFO - Epoch [20][240/1281] lr: 2.250e-03, eta: 0:26:25, time: 1.510, data_time: 0.002, memory: 10339, loss_action_cls: 0.0307, recall@thr=0.5: 0.7940, prec@thr=0.5: 0.8437, recall@top3: 0.8587, prec@top3: 0.7045, recall@top5: 0.9560, prec@top5: 0.4826, loss: 0.0307, grad_norm: 0.1254 2020-12-09 02:39:03,179 - mmaction - INFO - Epoch [20][260/1281] lr: 2.250e-03, eta: 0:25:55, time: 1.414, data_time: 0.005, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7864, prec@thr=0.5: 0.8449, recall@top3: 0.8580, prec@top3: 0.7023, recall@top5: 0.9555, prec@top5: 0.4817, loss: 0.0313, grad_norm: 0.1285 2020-12-09 02:39:32,803 - mmaction - INFO - Epoch [20][280/1281] lr: 2.250e-03, eta: 0:25:24, time: 1.484, data_time: 0.004, memory: 10339, loss_action_cls: 0.0322, recall@thr=0.5: 0.7819, prec@thr=0.5: 0.8425, recall@top3: 0.8568, prec@top3: 0.7023, recall@top5: 0.9531, prec@top5: 0.4804, loss: 0.0322, grad_norm: 0.1274 2020-12-09 02:40:02,625 - mmaction - INFO - Epoch [20][300/1281] lr: 2.250e-03, eta: 0:24:54, time: 1.490, data_time: 0.001, memory: 10339, loss_action_cls: 0.0305, recall@thr=0.5: 0.7981, prec@thr=0.5: 0.8495, recall@top3: 0.8669, prec@top3: 0.7122, recall@top5: 0.9598, prec@top5: 0.4856, loss: 0.0305, grad_norm: 0.1240 2020-12-09 02:40:31,629 - mmaction - INFO - Epoch [20][320/1281] lr: 2.250e-03, eta: 0:24:23, time: 1.449, data_time: 0.002, memory: 10339, loss_action_cls: 0.0321, recall@thr=0.5: 0.7831, prec@thr=0.5: 0.8410, recall@top3: 0.8555, prec@top3: 0.6993, recall@top5: 0.9527, prec@top5: 0.4788, loss: 0.0321, grad_norm: 0.1320 2020-12-09 02:41:02,067 - mmaction - INFO - Epoch [20][340/1281] lr: 2.250e-03, eta: 0:23:53, time: 1.521, data_time: 0.003, memory: 10339, loss_action_cls: 0.0322, recall@thr=0.5: 0.7865, prec@thr=0.5: 0.8368, recall@top3: 0.8532, prec@top3: 0.6975, recall@top5: 0.9505, prec@top5: 0.4771, loss: 0.0322, grad_norm: 0.1289 2020-12-09 02:41:32,325 - mmaction - INFO - Epoch [20][360/1281] lr: 2.250e-03, eta: 0:23:22, time: 1.515, data_time: 0.004, memory: 10339, loss_action_cls: 0.0312, recall@thr=0.5: 0.7894, prec@thr=0.5: 0.8474, recall@top3: 0.8610, prec@top3: 0.7022, recall@top5: 0.9548, prec@top5: 0.4789, loss: 0.0312, grad_norm: 0.1265 2020-12-09 02:42:00,655 - mmaction - INFO - Epoch [20][380/1281] lr: 2.250e-03, eta: 0:22:52, time: 1.417, data_time: 0.001, memory: 10339, loss_action_cls: 0.0304, recall@thr=0.5: 0.7934, prec@thr=0.5: 0.8479, recall@top3: 0.8654, prec@top3: 0.7030, recall@top5: 0.9604, prec@top5: 0.4793, loss: 0.0304, grad_norm: 0.1289 2020-12-09 02:42:30,813 - mmaction - INFO - Epoch [20][400/1281] lr: 2.250e-03, eta: 0:22:21, time: 1.506, data_time: 0.013, memory: 10339, loss_action_cls: 0.0311, recall@thr=0.5: 0.7964, prec@thr=0.5: 0.8537, recall@top3: 0.8649, prec@top3: 0.7081, recall@top5: 0.9582, prec@top5: 0.4841, loss: 0.0311, grad_norm: 0.1235 2020-12-09 02:42:58,776 - mmaction - INFO - Epoch [20][420/1281] lr: 2.250e-03, eta: 0:21:51, time: 1.398, data_time: 0.164, memory: 10339, loss_action_cls: 0.0317, recall@thr=0.5: 0.7854, prec@thr=0.5: 0.8417, recall@top3: 0.8612, prec@top3: 0.6969, recall@top5: 0.9549, prec@top5: 0.4751, loss: 0.0317, grad_norm: 0.1296 2020-12-09 02:43:28,578 - mmaction - INFO - Epoch [20][440/1281] lr: 2.250e-03, eta: 0:21:20, time: 1.489, data_time: 0.003, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7880, prec@thr=0.5: 0.8458, recall@top3: 0.8645, prec@top3: 0.7040, recall@top5: 0.9559, prec@top5: 0.4772, loss: 0.0313, grad_norm: 0.1267 2020-12-09 02:43:59,111 - mmaction - INFO - Epoch [20][460/1281] lr: 2.250e-03, eta: 0:20:50, time: 1.529, data_time: 0.004, memory: 10339, loss_action_cls: 0.0310, recall@thr=0.5: 0.7918, prec@thr=0.5: 0.8523, recall@top3: 0.8627, prec@top3: 0.7082, recall@top5: 0.9565, prec@top5: 0.4828, loss: 0.0310, grad_norm: 0.1266 2020-12-09 02:44:28,722 - mmaction - INFO - Epoch [20][480/1281] lr: 2.250e-03, eta: 0:20:19, time: 1.481, data_time: 0.002, memory: 10339, loss_action_cls: 0.0307, recall@thr=0.5: 0.7923, prec@thr=0.5: 0.8450, recall@top3: 0.8592, prec@top3: 0.7050, recall@top5: 0.9521, prec@top5: 0.4808, loss: 0.0307, grad_norm: 0.1276 2020-12-09 02:44:57,902 - mmaction - INFO - Epoch [20][500/1281] lr: 2.250e-03, eta: 0:19:49, time: 1.459, data_time: 0.085, memory: 10339, loss_action_cls: 0.0311, recall@thr=0.5: 0.7902, prec@thr=0.5: 0.8506, recall@top3: 0.8602, prec@top3: 0.6986, recall@top5: 0.9551, prec@top5: 0.4773, loss: 0.0311, grad_norm: 0.1293 2020-12-09 02:45:27,299 - mmaction - INFO - Epoch [20][520/1281] lr: 2.250e-03, eta: 0:19:18, time: 1.470, data_time: 0.146, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7904, prec@thr=0.5: 0.8450, recall@top3: 0.8582, prec@top3: 0.7018, recall@top5: 0.9544, prec@top5: 0.4801, loss: 0.0313, grad_norm: 0.1286 2020-12-09 02:45:56,801 - mmaction - INFO - Epoch [20][540/1281] lr: 2.250e-03, eta: 0:18:48, time: 1.474, data_time: 0.001, memory: 10339, loss_action_cls: 0.0308, recall@thr=0.5: 0.7958, prec@thr=0.5: 0.8443, recall@top3: 0.8639, prec@top3: 0.6932, recall@top5: 0.9543, prec@top5: 0.4719, loss: 0.0308, grad_norm: 0.1278 2020-12-09 02:46:26,184 - mmaction - INFO - Epoch [20][560/1281] lr: 2.250e-03, eta: 0:18:17, time: 1.468, data_time: 0.002, memory: 10339, loss_action_cls: 0.0312, recall@thr=0.5: 0.7851, prec@thr=0.5: 0.8489, recall@top3: 0.8608, prec@top3: 0.7019, recall@top5: 0.9547, prec@top5: 0.4777, loss: 0.0312, grad_norm: 0.1270 2020-12-09 02:46:55,423 - mmaction - INFO - Epoch [20][580/1281] lr: 2.250e-03, eta: 0:17:47, time: 1.461, data_time: 0.003, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7901, prec@thr=0.5: 0.8449, recall@top3: 0.8591, prec@top3: 0.7003, recall@top5: 0.9581, prec@top5: 0.4799, loss: 0.0318, grad_norm: 0.1286 2020-12-09 02:47:23,463 - mmaction - INFO - Epoch [20][600/1281] lr: 2.250e-03, eta: 0:17:16, time: 1.402, data_time: 0.004, memory: 10339, loss_action_cls: 0.0314, recall@thr=0.5: 0.7836, prec@thr=0.5: 0.8488, recall@top3: 0.8570, prec@top3: 0.7036, recall@top5: 0.9550, prec@top5: 0.4820, loss: 0.0314, grad_norm: 0.1271 2020-12-09 02:47:55,656 - mmaction - INFO - Epoch [20][620/1281] lr: 2.250e-03, eta: 0:16:46, time: 1.612, data_time: 0.023, memory: 10339, loss_action_cls: 0.0309, recall@thr=0.5: 0.7981, prec@thr=0.5: 0.8492, recall@top3: 0.8656, prec@top3: 0.7042, recall@top5: 0.9579, prec@top5: 0.4794, loss: 0.0309, grad_norm: 0.1269 2020-12-09 02:48:23,876 - mmaction - INFO - Epoch [20][640/1281] lr: 2.250e-03, eta: 0:16:15, time: 1.412, data_time: 0.001, memory: 10339, loss_action_cls: 0.0308, recall@thr=0.5: 0.7891, prec@thr=0.5: 0.8508, recall@top3: 0.8623, prec@top3: 0.7040, recall@top5: 0.9562, prec@top5: 0.4795, loss: 0.0308, grad_norm: 0.1258 2020-12-09 02:48:52,951 - mmaction - INFO - Epoch [20][660/1281] lr: 2.250e-03, eta: 0:15:45, time: 1.453, data_time: 0.001, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7892, prec@thr=0.5: 0.8447, recall@top3: 0.8602, prec@top3: 0.7035, recall@top5: 0.9549, prec@top5: 0.4807, loss: 0.0316, grad_norm: 0.1295 2020-12-09 02:49:20,469 - mmaction - INFO - Epoch [20][680/1281] lr: 2.250e-03, eta: 0:15:14, time: 1.374, data_time: 0.002, memory: 10339, loss_action_cls: 0.0310, recall@thr=0.5: 0.7940, prec@thr=0.5: 0.8498, recall@top3: 0.8635, prec@top3: 0.7083, recall@top5: 0.9558, prec@top5: 0.4822, loss: 0.0310, grad_norm: 0.1296 2020-12-09 02:49:50,980 - mmaction - INFO - Epoch [20][700/1281] lr: 2.250e-03, eta: 0:14:44, time: 1.527, data_time: 0.004, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7868, prec@thr=0.5: 0.8407, recall@top3: 0.8592, prec@top3: 0.7014, recall@top5: 0.9537, prec@top5: 0.4786, loss: 0.0319, grad_norm: 0.1333 2020-12-09 02:50:19,739 - mmaction - INFO - Epoch [20][720/1281] lr: 2.250e-03, eta: 0:14:13, time: 1.439, data_time: 0.003, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7905, prec@thr=0.5: 0.8466, recall@top3: 0.8628, prec@top3: 0.7066, recall@top5: 0.9566, prec@top5: 0.4810, loss: 0.0313, grad_norm: 0.1294 2020-12-09 02:50:51,199 - mmaction - INFO - Epoch [20][740/1281] lr: 2.250e-03, eta: 0:13:43, time: 1.573, data_time: 0.002, memory: 10339, loss_action_cls: 0.0321, recall@thr=0.5: 0.7824, prec@thr=0.5: 0.8405, recall@top3: 0.8592, prec@top3: 0.7004, recall@top5: 0.9554, prec@top5: 0.4790, loss: 0.0321, grad_norm: 0.1297 2020-12-09 02:51:17,934 - mmaction - INFO - Epoch [20][760/1281] lr: 2.250e-03, eta: 0:13:12, time: 1.337, data_time: 0.002, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7942, prec@thr=0.5: 0.8440, recall@top3: 0.8609, prec@top3: 0.7053, recall@top5: 0.9550, prec@top5: 0.4809, loss: 0.0313, grad_norm: 0.1261 2020-12-09 02:51:49,417 - mmaction - INFO - Epoch [20][780/1281] lr: 2.250e-03, eta: 0:12:42, time: 1.574, data_time: 0.002, memory: 10339, loss_action_cls: 0.0320, recall@thr=0.5: 0.7843, prec@thr=0.5: 0.8430, recall@top3: 0.8561, prec@top3: 0.7103, recall@top5: 0.9513, prec@top5: 0.4849, loss: 0.0320, grad_norm: 0.1284 2020-12-09 02:52:16,703 - mmaction - INFO - Epoch [20][800/1281] lr: 2.250e-03, eta: 0:12:12, time: 1.363, data_time: 0.002, memory: 10339, loss_action_cls: 0.0312, recall@thr=0.5: 0.7932, prec@thr=0.5: 0.8451, recall@top3: 0.8660, prec@top3: 0.6993, recall@top5: 0.9552, prec@top5: 0.4744, loss: 0.0312, grad_norm: 0.1276 2020-12-09 02:52:47,198 - mmaction - INFO - Epoch [20][820/1281] lr: 2.250e-03, eta: 0:11:41, time: 1.527, data_time: 0.005, memory: 10339, loss_action_cls: 0.0306, recall@thr=0.5: 0.7924, prec@thr=0.5: 0.8467, recall@top3: 0.8658, prec@top3: 0.7045, recall@top5: 0.9593, prec@top5: 0.4792, loss: 0.0306, grad_norm: 0.1288 2020-12-09 02:53:15,715 - mmaction - INFO - Epoch [20][840/1281] lr: 2.250e-03, eta: 0:11:11, time: 1.425, data_time: 0.001, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7893, prec@thr=0.5: 0.8465, recall@top3: 0.8612, prec@top3: 0.7012, recall@top5: 0.9536, prec@top5: 0.4775, loss: 0.0313, grad_norm: 0.1290 2020-12-09 02:53:45,481 - mmaction - INFO - Epoch [20][860/1281] lr: 2.250e-03, eta: 0:10:40, time: 1.486, data_time: 0.192, memory: 10339, loss_action_cls: 0.0324, recall@thr=0.5: 0.7839, prec@thr=0.5: 0.8395, recall@top3: 0.8569, prec@top3: 0.7038, recall@top5: 0.9522, prec@top5: 0.4807, loss: 0.0324, grad_norm: 0.1311 2020-12-09 02:54:13,280 - mmaction - INFO - Epoch [20][880/1281] lr: 2.250e-03, eta: 0:10:10, time: 1.389, data_time: 0.095, memory: 10339, loss_action_cls: 0.0321, recall@thr=0.5: 0.7879, prec@thr=0.5: 0.8429, recall@top3: 0.8573, prec@top3: 0.7113, recall@top5: 0.9517, prec@top5: 0.4858, loss: 0.0321, grad_norm: 0.1287 2020-12-09 02:54:43,555 - mmaction - INFO - Epoch [20][900/1281] lr: 2.250e-03, eta: 0:09:39, time: 1.517, data_time: 0.167, memory: 10339, loss_action_cls: 0.0311, recall@thr=0.5: 0.7918, prec@thr=0.5: 0.8453, recall@top3: 0.8651, prec@top3: 0.6975, recall@top5: 0.9569, prec@top5: 0.4748, loss: 0.0311, grad_norm: 0.1297 2020-12-09 02:55:12,667 - mmaction - INFO - Epoch [20][920/1281] lr: 2.250e-03, eta: 0:09:09, time: 1.453, data_time: 0.002, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7875, prec@thr=0.5: 0.8452, recall@top3: 0.8586, prec@top3: 0.7000, recall@top5: 0.9512, prec@top5: 0.4769, loss: 0.0318, grad_norm: 0.1274 2020-12-09 02:55:43,376 - mmaction - INFO - Epoch [20][940/1281] lr: 2.250e-03, eta: 0:08:38, time: 1.538, data_time: 0.004, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7858, prec@thr=0.5: 0.8418, recall@top3: 0.8589, prec@top3: 0.7071, recall@top5: 0.9539, prec@top5: 0.4838, loss: 0.0318, grad_norm: 0.1302 2020-12-09 02:56:11,363 - mmaction - INFO - Epoch [20][960/1281] lr: 2.250e-03, eta: 0:08:08, time: 1.399, data_time: 0.025, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7888, prec@thr=0.5: 0.8417, recall@top3: 0.8630, prec@top3: 0.6986, recall@top5: 0.9554, prec@top5: 0.4746, loss: 0.0318, grad_norm: 0.1300 2020-12-09 02:56:41,227 - mmaction - INFO - Epoch [20][980/1281] lr: 2.250e-03, eta: 0:07:37, time: 1.493, data_time: 0.001, memory: 10339, loss_action_cls: 0.0314, recall@thr=0.5: 0.7861, prec@thr=0.5: 0.8407, recall@top3: 0.8611, prec@top3: 0.6970, recall@top5: 0.9542, prec@top5: 0.4749, loss: 0.0314, grad_norm: 0.1271 2020-12-09 02:57:12,998 - mmaction - INFO - Epoch [20][1000/1281] lr: 2.250e-03, eta: 0:07:07, time: 1.586, data_time: 0.002, memory: 10339, loss_action_cls: 0.0319, recall@thr=0.5: 0.7846, prec@thr=0.5: 0.8437, recall@top3: 0.8557, prec@top3: 0.7054, recall@top5: 0.9518, prec@top5: 0.4827, loss: 0.0319, grad_norm: 0.1281 2020-12-09 02:57:42,869 - mmaction - INFO - Epoch [20][1020/1281] lr: 2.250e-03, eta: 0:06:37, time: 1.496, data_time: 0.004, memory: 10339, loss_action_cls: 0.0311, recall@thr=0.5: 0.7911, prec@thr=0.5: 0.8448, recall@top3: 0.8660, prec@top3: 0.6966, recall@top5: 0.9559, prec@top5: 0.4716, loss: 0.0311, grad_norm: 0.1264 2020-12-09 02:58:12,258 - mmaction - INFO - Epoch [20][1040/1281] lr: 2.250e-03, eta: 0:06:06, time: 1.470, data_time: 0.002, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7857, prec@thr=0.5: 0.8408, recall@top3: 0.8597, prec@top3: 0.6996, recall@top5: 0.9538, prec@top5: 0.4775, loss: 0.0313, grad_norm: 0.1300 2020-12-09 02:58:41,596 - mmaction - INFO - Epoch [20][1060/1281] lr: 2.250e-03, eta: 0:05:36, time: 1.465, data_time: 0.001, memory: 10339, loss_action_cls: 0.0307, recall@thr=0.5: 0.7931, prec@thr=0.5: 0.8464, recall@top3: 0.8618, prec@top3: 0.7055, recall@top5: 0.9573, prec@top5: 0.4826, loss: 0.0307, grad_norm: 0.1279 2020-12-09 02:59:08,564 - mmaction - INFO - Epoch [20][1080/1281] lr: 2.250e-03, eta: 0:05:05, time: 1.350, data_time: 0.003, memory: 10339, loss_action_cls: 0.0314, recall@thr=0.5: 0.7893, prec@thr=0.5: 0.8468, recall@top3: 0.8602, prec@top3: 0.7036, recall@top5: 0.9554, prec@top5: 0.4809, loss: 0.0314, grad_norm: 0.1313 2020-12-09 02:59:39,367 - mmaction - INFO - Epoch [20][1100/1281] lr: 2.250e-03, eta: 0:04:35, time: 1.540, data_time: 0.001, memory: 10339, loss_action_cls: 0.0313, recall@thr=0.5: 0.7899, prec@thr=0.5: 0.8363, recall@top3: 0.8588, prec@top3: 0.6957, recall@top5: 0.9536, prec@top5: 0.4745, loss: 0.0313, grad_norm: 0.1301 2020-12-09 03:00:07,835 - mmaction - INFO - Epoch [20][1120/1281] lr: 2.250e-03, eta: 0:04:04, time: 1.421, data_time: 0.001, memory: 10339, loss_action_cls: 0.0315, recall@thr=0.5: 0.7862, prec@thr=0.5: 0.8400, recall@top3: 0.8575, prec@top3: 0.6960, recall@top5: 0.9574, prec@top5: 0.4781, loss: 0.0315, grad_norm: 0.1320 2020-12-09 03:00:37,013 - mmaction - INFO - Epoch [20][1140/1281] lr: 2.250e-03, eta: 0:03:34, time: 1.459, data_time: 0.004, memory: 10339, loss_action_cls: 0.0315, recall@thr=0.5: 0.7870, prec@thr=0.5: 0.8415, recall@top3: 0.8578, prec@top3: 0.7012, recall@top5: 0.9531, prec@top5: 0.4796, loss: 0.0315, grad_norm: 0.1290 2020-12-09 03:01:05,688 - mmaction - INFO - Epoch [20][1160/1281] lr: 2.250e-03, eta: 0:03:04, time: 1.435, data_time: 0.003, memory: 10339, loss_action_cls: 0.0322, recall@thr=0.5: 0.7841, prec@thr=0.5: 0.8395, recall@top3: 0.8568, prec@top3: 0.6954, recall@top5: 0.9533, prec@top5: 0.4768, loss: 0.0322, grad_norm: 0.1274 2020-12-09 03:01:35,061 - mmaction - INFO - Epoch [20][1180/1281] lr: 2.250e-03, eta: 0:02:33, time: 1.467, data_time: 0.002, memory: 10339, loss_action_cls: 0.0311, recall@thr=0.5: 0.7890, prec@thr=0.5: 0.8477, recall@top3: 0.8600, prec@top3: 0.7042, recall@top5: 0.9576, prec@top5: 0.4826, loss: 0.0311, grad_norm: 0.1278 2020-12-09 03:02:07,350 - mmaction - INFO - Epoch [20][1200/1281] lr: 2.250e-03, eta: 0:02:03, time: 1.616, data_time: 0.051, memory: 10339, loss_action_cls: 0.0318, recall@thr=0.5: 0.7800, prec@thr=0.5: 0.8393, recall@top3: 0.8577, prec@top3: 0.7011, recall@top5: 0.9563, prec@top5: 0.4798, loss: 0.0318, grad_norm: 0.1257 2020-12-09 03:02:33,943 - mmaction - INFO - Epoch [20][1220/1281] lr: 2.250e-03, eta: 0:01:32, time: 1.331, data_time: 0.002, memory: 10339, loss_action_cls: 0.0315, recall@thr=0.5: 0.7907, prec@thr=0.5: 0.8468, recall@top3: 0.8614, prec@top3: 0.7043, recall@top5: 0.9543, prec@top5: 0.4790, loss: 0.0315, grad_norm: 0.1264 2020-12-09 03:03:03,706 - mmaction - INFO - Epoch [20][1240/1281] lr: 2.250e-03, eta: 0:01:02, time: 1.488, data_time: 0.001, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7885, prec@thr=0.5: 0.8420, recall@top3: 0.8608, prec@top3: 0.6967, recall@top5: 0.9555, prec@top5: 0.4763, loss: 0.0316, grad_norm: 0.1311 2020-12-09 03:03:33,740 - mmaction - INFO - Epoch [20][1260/1281] lr: 2.250e-03, eta: 0:00:31, time: 1.502, data_time: 0.001, memory: 10339, loss_action_cls: 0.0316, recall@thr=0.5: 0.7857, prec@thr=0.5: 0.8425, recall@top3: 0.8616, prec@top3: 0.6974, recall@top5: 0.9544, prec@top5: 0.4745, loss: 0.0316, grad_norm: 0.1282 2020-12-09 03:03:59,545 - mmaction - INFO - Epoch [20][1280/1281] lr: 2.250e-03, eta: 0:00:01, time: 1.290, data_time: 0.001, memory: 10339, loss_action_cls: 0.0314, recall@thr=0.5: 0.7880, prec@thr=0.5: 0.8385, recall@top3: 0.8631, prec@top3: 0.6919, recall@top5: 0.9536, prec@top5: 0.4710, loss: 0.0314, grad_norm: 0.1277 2020-12-09 03:04:04,309 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-12-09 03:13:11,143 - mmaction - INFO - Evaluating proposal ... 2020-12-09 03:14:12,874 - mmaction - INFO - Recall@0.5@100 0.9133 AR@100 0.7538 2020-12-09 03:14:12,874 - mmaction - INFO - Evaluating bbox ... 2020-12-09 03:21:26,189 - mmaction - INFO - PascalBoxes_Precision/mAP@0.5IOU 0.2414 2020-12-09 03:21:27,301 - mmaction - INFO - Epoch(val) [20][1281] Recall@0.5@100: 0.9133, AR@100: 0.7538, PascalBoxes_Precision/mAP@0.5IOU: 0.2414